Publications
all bioinformatics neuroinformatics synthetic biology systems biology complex systems machine intelligence knowledge management
2024
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Transcriptional biomarker discovery toward building a load stress reporting system for engineered Escherichia coli strainsin Biotechnology and Bioengineering, 121(1):355-365, January 2024
@ARTICLE{Huang2023a, title = {Transcriptional biomarker discovery toward building a load stress reporting system for engineered Escherichia coli strains}, author = {Huang, Yiming and Wipat, Anil and Bacardit, Jaume}, year = 2024, doi = {10.1002/bit.28567}, month = jan, journal = {Biotechnology and Bioengineering}, volume = {121}, number = {1}, pages = {355--365} }
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Design and Analysis of a Novel Distributed Gradient Neural Network for Solving Consensus Problems in a Predefined Timein IEEE Transactions on Neural Networks and Learning Systems, 35(3):3478-3487, March 2024
@ARTICLE{Xiao2022a, title = {Design and Analysis of a Novel Distributed Gradient Neural Network for Solving Consensus Problems in a Predefined Time}, author = {Xiao, Lin and Jia, Lei and Dai, Jianhua and Cao, Yingkun and Li, Yiwei and Zhu, Quanxin and Li, Jichun and Liu, Min}, year = 2024, doi = {10.1109/TNNLS.2022.3193429}, month = mar, journal = {IEEE Transactions on Neural Networks and Learning Systems}, volume = {35}, number = {3}, pages = {3478--3487} }
2023
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A knowledge integration strategy for the selection of a robust multi-stress biomarkers panel for Bacillus subtilisin Synthetic and Systems Biotechnology, 8(1):97-106, March 2023
@ARTICLE{Huang2023, title = {A knowledge integration strategy for the selection of a robust multi-stress biomarkers panel for Bacillus subtilis}, author = {Huang, Yiming and Sinha, Nishant and Wipat, Anil and Bacardit, Jaume}, year = 2023, doi = {10.1016/j.synbio.2022.12.001}, month = mar, journal = {Synthetic and Systems Biotechnology}, volume = {8}, number = {1}, pages = {97--106} }
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Estimating individual-level pig growth trajectories from group-level weight time series using machine learningin Computers and Electronics in Agriculture, 208(C):107790, May 2023
@ARTICLE{Taylor2023, title = {Estimating individual-level pig growth trajectories from group-level weight time series using machine learning}, author = {Taylor, Christian and Guy, Jonathan and Bacardit, Jaume}, year = 2023, doi = {10.1016/j.compag.2023.107790}, month = may, journal = {Computers and Electronics in Agriculture}, volume = {208}, number = {C}, pages = {107790} }
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ZNNs With a Varying-Parameter Design Formula for Dynamic Sylvester Quaternion Matrix Equationin IEEE Transactions on Neural Networks and Learning Systems, 34(12):9981-9991, December 2023
@ARTICLE{Xiao2022, title = {ZNNs With a Varying-Parameter Design Formula for Dynamic Sylvester Quaternion Matrix Equation}, author = {Xiao, Lin and Huang, Wenqian and Li, Xiaopeng and Sun, Fuchun and Liao, Qing and Jia, Lei and Li, Jichun and Liu, Sai}, year = 2023, doi = {10.1109/TNNLS.2022.3163293}, month = dec, journal = {IEEE Transactions on Neural Networks and Learning Systems}, volume = {34}, number = {12}, pages = {9981--9991} }
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Development and validation of a machine learning-supported strategy of patient selection for osteoarthritis clinical trials: the IMI-APPROACH studyin Osteoarthritis and Cartilage Open, 5(4):100406, December 2023
@ARTICLE{Widera2023, title = {Development and validation of a machine learning-supported strategy of patient selection for osteoarthritis clinical trials: the IMI-APPROACH study}, author = {Widera, Paweł and Welsing, Paco M. J. and Danso, Samuel O. and Peelen, Sjaak and Kloppenburg, Margreet and Loef, Marieke and Marijnissen, Anne C. and van Helvoort, Eefje M. and Blanco, Francisco J. and Magalhães, Joana and Berenbaum, Francis and Haugen, Ida K. and Bay-Jensen, Anne-Christine and Mobasheri, Ali and Ladel, Christoph and Loughlin, John and Lafeber, Floris P. J.G. and Lalande, Agnès and Larkin, Jonathan and Weinans, Harrie and Bacardit, Jaume}, year = 2023, doi = {10.1016/j.ocarto.2023.100406}, month = dec, journal = {Osteoarthritis and Cartilage Open}, volume = {5}, number = {4}, pages = {100406} }
2022
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Curating a longitudinal research resource using linked primary care EHR data—a UK Biobank case studyin Journal of the American Medical Informatics Association, 29(3):546-552, January 2022
@ARTICLE{Darke2021, title = {Curating a longitudinal research resource using linked primary care EHR data—a UK Biobank case study}, author = {Darke, Philip and Cassidy, Sophie and Catt, Michael and Taylor, Roy and Missier, Paolo and Bacardit, Jaume}, year = 2022, doi = {10.1093/jamia/ocab260}, month = jan, journal = {Journal of the American Medical Informatics Association}, volume = {29}, number = {3}, pages = {546--552} }
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OptDesign: Identifying Optimum Design Strategies in Strain Engineering for Biochemical Productionin ACS Synthetic Biology, 11(4):1531-1541, April 2022
@ARTICLE{Jiang2022, title = {OptDesign: Identifying Optimum Design Strategies in Strain Engineering for Biochemical Production}, author = {Jiang, Shouyong and Otero-Muras, Irene and Banga, Julio R. and Wang, Yong and Kaiser, Marcus and Krasnogor, Natalio}, year = 2022, doi = {10.1021/acssynbio.1c00610}, month = apr, journal = {ACS Synthetic Biology}, volume = {11}, number = {4}, pages = {1531--1541} }
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Osteoarthritis endotype discovery via clustering of biochemical marker datain Annals of the Rheumatic Diseases, 81(5):666-675, May 2022
@ARTICLE{Angelini2022, title = {Osteoarthritis endotype discovery via clustering of biochemical marker data}, author = {Angelini, Federico and Widera, Paweł and Mobasheri, Ali and Blair, Joseph and Struglics, André and Uebelhoer, Melanie and Henrotin, Yves and Marijnissen, Anne CA and Kloppenburg, Margreet and Blanco, Francisco J and Haugen, Ida K and Berenbaum, Francis and Ladel, Christoph and Larkin, Jonathan and Bay-Jensen, Anne C and Bacardit, Jaume}, year = 2022, doi = {10.1136/annrheumdis-2021-221763}, month = may, journal = {Annals of the Rheumatic Diseases}, volume = {81}, number = {5}, pages = {666--675} }
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Editorial: The 2019 Conference on Artificial Life Special Issuein Artificial Life, 28(2):171-172, June 2022
@ARTICLE{Fellermann2022, title = {Editorial: The 2019 Conference on Artificial Life Special Issue}, author = {Fellermann, Harold and Füchslin, Rudolf M.}, year = 2022, doi = {10.1162/artl_e_00380}, month = jun, journal = {Artificial Life}, volume = {28}, number = {2}, pages = {171--172} }
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Machine Learning for Multi-Action Classification of Lower Limbs for BCIin 2022 International Conference on Computing, Electronics & Communications Engineering (iCCECE), p.84-89, Southend, United Kingdom, August 2022
@INPROCEEDINGS{Wang2022, title = {Machine Learning for Multi-Action Classification of Lower Limbs for BCI}, author = {Wang, Zilu and Li, Jichun and Daly, Ian and Li, Junhua}, year = 2022, doi = {10.1109/iCCECE55162.2022.9875092}, month = aug, booktitle = {2022 International Conference on Computing, Electronics & Communications Engineering (iCCECE)}, pages = {84--89}, address = {Southend, United Kingdom} }
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Prediction of growth in grower-finisher pigs using recurrent neural networksin Biosystems Engineering, 220(C):114-134, August 2022
@ARTICLE{Taylor2022, title = {Prediction of growth in grower-finisher pigs using recurrent neural networks}, author = {Taylor, Christian and Guy, Jonathan and Bacardit, Jaume}, year = 2022, doi = {10.1016/j.biosystemseng.2022.05.016}, month = aug, journal = {Biosystems Engineering}, volume = {220}, number = {C}, pages = {114--134} }
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Synthetic OCT Data Generation to Enhance the Performance of Diagnostic Models for Neurodegenerative Diseasesin Translational Vision Science & Technology, 11(10):10, October 2022
@ARTICLE{Danesh2022, title = {Synthetic OCT Data Generation to Enhance the Performance of Diagnostic Models for Neurodegenerative Diseases}, author = {Danesh, Hajar and Steel, David H. and Hogg, Jeffry and Ashtari, Fereshteh and Innes, Will and Bacardit, Jaume and Hurlbert, Anya and Read, Jenny C. A. and Kafieh, Rahele}, year = 2022, doi = {10.1167/tvst.11.10.10}, month = oct, journal = {Translational Vision Science & Technology}, volume = {11}, number = {10}, pages = {10} }
2021
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Computational Strategies for the Identification of a Transcriptional Biomarker Panel to Sense Cellular Growth States in Bacillus subtilisin Sensors, 21(7):2436, April 2021
@ARTICLE{Huang2021, title = {Computational Strategies for the Identification of a Transcriptional Biomarker Panel to Sense Cellular Growth States in Bacillus subtilis}, author = {Huang, Yiming and Smith, Wendy and Harwood, Colin and Wipat, Anil and Bacardit, Jaume}, year = 2021, doi = {10.3390/s21072436}, month = apr, journal = {Sensors}, volume = {21}, number = {7}, pages = {2436} }
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Deep learning-based automated speech detection as a marker of social functioning in late-life depressionin Psychological Medicine, 51(9):1441-1450, July 2021
@ARTICLE{Little2020, title = {Deep learning-based automated speech detection as a marker of social functioning in late-life depression}, author = {Little, Bethany and Alshabrawy, Ossama and Stow, Daniel and Ferrier, I. Nicol and McNaney, Roisin and Jackson, Daniel G. and Ladha, Karim and Ladha, Cassim and Ploetz, Thomas and Bacardit, Jaume and Olivier, Patrick and Gallagher, Peter and O'Brien, John T.}, year = 2021, doi = {10.1017/S0033291719003994}, month = jul, journal = {Psychological Medicine}, volume = {51}, number = {9}, pages = {1441--1450} }
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Toward Full-Stack In Silico Synthetic Biology: Integrating Model Specification, Simulation, Verification, and Biological Compilationin ACS Synthetic Biology, 10(8):1931-1945, August 2021
@ARTICLE{Konur2021, title = {Toward Full-Stack In Silico Synthetic Biology: Integrating Model Specification, Simulation, Verification, and Biological Compilation}, author = {Konur, Savas and Mierla, Laurentiu and Fellermann, Harold and Ladroue, Christophe and Brown, Bradley and Wipat, Anil and Twycross, Jamie and Dun, Boyang Peter and Kalvala, Sara and Gheorghe, Marian and Krasnogor, Natalio}, year = 2021, doi = {10.1021/acssynbio.1c00143}, month = aug, journal = {ACS Synthetic Biology}, volume = {10}, number = {8}, pages = {1931--1945} }
2020
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AREA: An adaptive reference-set based evolutionary algorithm for multiobjective optimisationin Information Sciences, 515(C):365-387, April 2020
@ARTICLE{Jiang2020a, title = {AREA: An adaptive reference-set based evolutionary algorithm for multiobjective optimisation}, author = {Jiang, Shouyong and Li, Hongru and Guo, Jinglei and Zhong, Mingjun and Yang, Shengxiang and Kaiser, Marcus and Krasnogor, Natalio}, year = 2020, doi = {10.1016/j.ins.2019.12.011}, month = apr, journal = {Information Sciences}, volume = {515}, number = {C}, pages = {365--387} }
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Multi-classifier prediction of knee osteoarthritis progression from incomplete imbalanced longitudinal datain Scientific Reports, 10(1), May 2020
@ARTICLE{Widera2020, title = {Multi-classifier prediction of knee osteoarthritis progression from incomplete imbalanced longitudinal data}, author = {Widera, Paweł and Welsing, Paco M. J. and Ladel, Christoph and Loughlin, John and Lafeber, Floris P. F. J. and Petit Dop, Florence and Larkin, Jonathan and Weinans, Harrie and Mobasheri, Ali and Bacardit, Jaume}, year = 2020, doi = {10.1038/s41598-020-64643-8}, month = may, journal = {Scientific Reports}, volume = {10}, number = {1}
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A Scalable Test Suite for Continuous Dynamic Multiobjective Optimizationin IEEE Transactions on Cybernetics, 50(6):2814-2826, June 2020
@ARTICLE{Jiang2019, title = {A Scalable Test Suite for Continuous Dynamic Multiobjective Optimization}, author = {Jiang, Shouyong and Kaiser, Marcus and Yang, Shengxiang and Kollias, Stefanos and Krasnogor, Natalio}, year = 2020, doi = {10.1109/TCYB.2019.2896021}, month = jun, journal = {IEEE Transactions on Cybernetics}, volume = {50}, number = {6}, pages = {2814--2826} }
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Automated recognition of postures and drinking behaviour for the detection of compromised health in pigsin Scientific Reports, 10(1), August 2020
@ARTICLE{Alameer2020a, title = {Automated recognition of postures and drinking behaviour for the detection of compromised health in pigs}, author = {Alameer, Ali and Kyriazakis, Ilias and Bacardit, Jaume}, year = 2020, doi = {10.1038/s41598-020-70688-6}, month = aug, journal = {Scientific Reports}, volume = {10}, number = {1}
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Automatic Tuning of Rule-Based Evolutionary Machine Learning via Problem Structure Identificationin IEEE Computational Intelligence Magazine, 15(3):28-46, August 2020
@ARTICLE{Franco2020, title = {Automatic Tuning of Rule-Based Evolutionary Machine Learning via Problem Structure Identification}, author = {Franco, Maria A. and Krasnogor, Natalio and Bacardit, Jaume}, year = 2020, doi = {10.1109/MCI.2020.2998232}, month = aug, journal = {IEEE Computational Intelligence Magazine}, volume = {15}, number = {3}, pages = {28--46} }
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Automatic recognition of feeding and foraging behaviour in pigs using deep learningin Biosystems Engineering, 197(C):91-104, September 2020
@ARTICLE{Alameer2020, title = {Automatic recognition of feeding and foraging behaviour in pigs using deep learning}, author = {Alameer, Ali and Kyriazakis, Ilias and Dalton, Hillary A. and Miller, Amy L. and Bacardit, Jaume}, year = 2020, doi = {10.1016/j.biosystemseng.2020.06.013}, month = sep, journal = {Biosystems Engineering}, volume = {197}, number = {C}, pages = {91--104} }
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Probabilistic Reachability for Uncertain Stochastic Hybrid Systems via Gaussian Processesin 2020 18th ACM-IEEE International Conference on Formal Methods and Models for System Design (MEMOCODE), p.1-11, Jaipur, India, December 2020
@INPROCEEDINGS{Vasileva2020, title = {Probabilistic Reachability for Uncertain Stochastic Hybrid Systems via Gaussian Processes}, author = {Vasileva, Mariia and Shmarov, Fedor and Zuliani, Paolo}, year = 2020, doi = {10.1109/MEMOCODE51338.2020.9315182}, month = dec, booktitle = {2020 18th ACM-IEEE International Conference on Formal Methods and Models for System Design (MEMOCODE)}, pages = {1--11}, address = {Jaipur, India} }
2019
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Insight from data analytics with an automotive aftermarket SMEin Quality and Reliability Engineering International, 35(5):1396-1407, July 2019
@ARTICLE{Smith2019, title = {Insight from data analytics with an automotive aftermarket SME}, author = {Smith, Wayne S. and Coleman, Shirley and Bacardit, Jaume and Coxon, Syd}, year = 2019, doi = {10.1002/qre.2529}, month = jul, journal = {Quality and Reliability Engineering International}, volume = {35}, number = {5}, pages = {1396--1407} }
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Automated Individual Pig Localisation, Tracking and Behaviour Metric Extraction Using Deep Learningin IEEE Access, 7:108049-108060, 2019
@ARTICLE{Cowton2019, title = {Automated Individual Pig Localisation, Tracking and Behaviour Metric Extraction Using Deep Learning}, author = {Cowton, Jake and Kyriazakis, Ilias and Bacardit, Jaume}, year = 2019, doi = {10.1109/ACCESS.2019.2933060}, journal = {IEEE Access}, volume = {7}, pages = {108049--108060} }
2018
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Benchmark Problems for CEC2018 Competition on Dynamic Multiobjective OptimisationNewcastle University technical report, -, January 2018
@TECHREPORT{Jiang2018c, title = {Benchmark Problems for CEC2018 Competition on Dynamic Multiobjective Optimisation}, author = {Jiang, Shouyong and Yang, Shengxiang and Yao, Xin and Tan, Kay Chen and Kaiser, Marcus and Krasnogor, Natalio}, year = 2018, month = jan, number = {-}, institution = {Newcastle University} }
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An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12in Scientific Reports, 8(1), July 2018
@ARTICLE{Keasar2018, title = {An analysis and evaluation of the WeFold collaborative for protein structure prediction and its pipelines in CASP11 and CASP12}, author = {Keasar, Chen and McGuffin, Liam J. and Wallner, Björn and Chopra, Gaurav and Adhikari, Badri and Bhattacharya, Debswapna and Blake, Lauren and Bortot, Leandro Oliveira and Cao, Renzhi and Dhanasekaran, B. K. and Dimas, Itzhel and Faccioli, Rodrigo Antonio and Faraggi, Eshel and Ganzynkowicz, Robert and Ghosh, Sambit and Ghosh, Soma and Giełdoń, Artur and Golon, Lukasz and He, Yi and Heo, Lim and Hou, Jie and Khan, Main and Khatib, Firas and Khoury, George A. and Kieslich, Chris and Kim, David E. and Krupa, Pawel and Lee, Gyu Rie and Li, Hongbo and Li, Jilong and Lipska, Agnieszka and Liwo, Adam and Maghrabi, Ali Hassan A. and Mirdita, Milot and Mirzaei, Shokoufeh and Mozolewska, Magdalena A. and Onel, Melis and Ovchinnikov, Sergey and Shah, Anand and Shah, Utkarsh and Sidi, Tomer and Sieradzan, Adam K. and Ślusarz, Magdalena and Ślusarz, Rafal and Smadbeck, James and Tamamis, Phanourios and Trieber, Nicholas and Wirecki, Tomasz and Yin, Yanping and Zhang, Yang and Bacardit, Jaume and Baranowski, Maciej and Chapman, Nicholas and Cooper, Seth and Defelicibus, Alexandre and Flatten, Jeff and Koepnick, Brian and Popović, Zoran and Zaborowski, Bartlomiej and Baker, David and Cheng, Jianlin and Czaplewski, Cezary and Delbem, Alexandre Cláudio Botazzo and Floudas, Christodoulos and Kloczkowski, Andrzej and Ołdziej, Stanislaw and Levitt, Michael and Scheraga, Harold and Seok, Chaok and Söding, Johannes and Vishveshwara, Saraswathi and Xu, Dong and Caglar, Ahmet and Coral, Alan and MacMillan, Alison and Lubow, Allen and Failer, Barbara and Kestemont, Bruno and Landers, Catherine R. and Painter, Charles Robert and Garnier, Christophe and Sellin, Claudine and Janz, Dietmar and Wheeler, Douglas Craig and Simon, Vera and Flear, Dylan M. and Croze, Emmanuel and McIlvaine, George Victor and Beecher, Gil and Lawrie, Gordon and Ykman, Guy and Feldmann, Harald and Fuentes, Heidemarie K. and Terumasa, Hosokawa and Kovanecz, Istvan and Longino, James Absalom and Nijland, Jan Hendrik and Diderich, Jasper A. and Canfield, Jeffrey M. and Eriksson, Jesper and Slone, Jesse David and Appel, Joan Goldsworthy and Mitchell, Joanne and Mitch, John and Loots-Boiy, Jorn and Brownlee, June M. and Wilson, Karsten and Clayton, Keith T. and DeFord, Kenneth E. and Abbey, Kirk J. and Withers, Larry and Wei, Linda and Ives, Lloyd and Miller, Lori A. and Carpenter, Lynn and Sharma, Manasa G. and Ricci, Manuel and Binfield, Mark Stewart and Davids, Matthew John and Gaebel, Matthias and Cassidy, Michael D. and Fagiola, Michael and Pfützenreuter, Michael and Barlow, Nova and Triggiani, Peter John and Innes, Renton Braden Mathew and Leduc, Robert and dos Santos Gomes, Rodrigo Luccas Corrêa and Morneau, Rosemarie L. R. and Zaccanelli, Scott J. and Kleinfelter, Susan C. and van der Laan, T. J. A. and Bausewein, Thomas and George, Thomas J. and Mikhail, Varichev and Barmettler, Walter and Crivelli, Silvia N.}, year = 2018, doi = {10.1038/s41598-018-26812-8}, month = jul, journal = {Scientific Reports}, volume = {8}, number = {1}
2017
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Scaling-up multiobjective evolutionary clustering algorithms using stratificationin Pattern Recognition Letters, 93(C):69-77, July 2017
@ARTICLE{Garcia-Piquer2016, title = {Scaling-up multiobjective evolutionary clustering algorithms using stratification}, author = {Garcia-Piquer, Alvaro and Bacardit, Jaume and Fornells, Albert and Golobardes, Elisabet}, year = 2017, doi = {10.1016/j.patrec.2016.12.001}, month = jul, journal = {Pattern Recognition Letters}, volume = {93}, number = {C}, pages = {69--77} }
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Designing Uniquely Addressable Bio-orthogonal Synthetic Scaffolds for DNA and RNA Origamiin ACS Synthetic Biology, 6(7):1140-1149, July 2017
@ARTICLE{Kozyra2017, title = {Designing Uniquely Addressable Bio-orthogonal Synthetic Scaffolds for DNA and RNA Origami}, author = {Kozyra, Jerzy and Ceccarelli, Alessandro and Torelli, Emanuela and Lopiccolo, Annunziata and Gu, Jing-Ying and Fellermann, Harold and Stimming, Ulrich and Krasnogor, Natalio}, year = 2017, doi = {10.1021/acssynbio.6b00271}, month = jul, journal = {ACS Synthetic Biology}, volume = {6}, number = {7}, pages = {1140--1149} }
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A machine learning approach for the identification of new biomarkers for knee osteoarthritis development in overweight and obese womenin Osteoarthritis and Cartilage, 25(12):2014-2021, December 2017
@ARTICLE{Lazzarini2017a, title = {A machine learning approach for the identification of new biomarkers for knee osteoarthritis development in overweight and obese women}, author = {Lazzarini, N. and Runhaar, J. and Bay-Jensen, A. C. and Thudium, C. S. and Bierma-Zeinstra, S. M.a. and Henrotin, Y. and Bacardit, J.}, year = 2017, doi = {10.1016/j.joca.2017.09.001}, month = dec, journal = {Osteoarthritis and Cartilage}, volume = {25}, number = {12}, pages = {2014--2021} }
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RGIFE: a ranked guided iterative feature elimination heuristic for the identification of biomarkersin BMC Bioinformatics, 18(1), December 2017
@ARTICLE{Lazzarini2017, title = {RGIFE: a ranked guided iterative feature elimination heuristic for the identification of biomarkers}, author = {Lazzarini, Nicola and Bacardit, Jaume}, year = 2017, doi = {10.1186/s12859-017-1729-2}, month = dec, journal = {BMC Bioinformatics}, volume = {18}, number = {1}
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Characterising the Influence of Rule-Based Knowledge Representations in Biological Knowledge Extraction from Transcriptomics Datain Applications of Evolutionary Computation, Lecture Notes in Computer Science 10199, p.125-141, 2017
@INCOLLECTION{Baron2017, title = {Characterising the Influence of Rule-Based Knowledge Representations in Biological Knowledge Extraction from Transcriptomics Data}, author = {Baron, Simon and Lazzarini, Nicola and Bacardit, Jaume}, year = 2017, doi = {10.1007/978-3-319-55849-3_9}, booktitle = {Applications of Evolutionary Computation}, publisher = {Springer International Publishing}, volume = {10199}, series = {Lecture Notes in Computer Science}, pages = {125--141} }
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Optimizing nucleic acid sequences for a molecular data recorderin Proceedings of the Genetic and Evolutionary Computation Conference on - GECCO '17, p.1145-1152, Berlin, Germany, 2017
@INPROCEEDINGS{Kozyra2017a, title = {Optimizing nucleic acid sequences for a molecular data recorder}, author = {Kozyra, Jerzy and Fellermann, Harold and Shirt-Ediss, Ben and Lopiccolo, Annunziata and Krasnogor, Natalio}, year = 2017, doi = {10.1145/3071178.3071345}, booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference on - GECCO '17}, pages = {1145--1152}, address = {Berlin, Germany} }
2016
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Large-scale experimental evaluation of GPU strategies for evolutionary machine learningin Information Sciences, 330(C):385-402, February 2016
@ARTICLE{Franco2015, title = {Large-scale experimental evaluation of GPU strategies for evolutionary machine learning}, author = {Franco, María A. and Bacardit, Jaume}, year = 2016, doi = {10.1016/j.ins.2015.10.025}, month = feb, journal = {Information Sciences}, volume = {330}, number = {C}, pages = {385--402} }
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Functional networks inference from rule-based machine learning modelsin BioData Mining, 9(1), December 2016
@ARTICLE{Lazzarini2016, title = {Functional networks inference from rule-based machine learning models}, author = {Lazzarini, Nicola and Widera, Paweł and Williamson, Stuart and Heer, Rakesh and Krasnogor, Natalio and Bacardit, Jaume}, year = 2016, doi = {10.1186/s13040-016-0106-4}, month = dec, journal = {BioData Mining}, volume = {9}, number = {1}
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GPU-SME-kNN: Scalable and memory efficient kNN and lazy learning using GPUsin Information Sciences, 373(C):165-182, December 2016
@ARTICLE{Gutierrez2016, title = {GPU-SME-kNN: Scalable and memory efficient kNN and lazy learning using GPUs}, author = {Gutiérrez, Pablo D. and Lastra, Miguel and Bacardit, Jaume and Benítez, José M. and Herrera, Francisco}, year = 2016, doi = {10.1016/j.ins.2016.08.089}, month = dec, journal = {Information Sciences}, volume = {373}, number = {C}, pages = {165--182} }
2015
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Meta-Stochastic Simulation of Biochemical Models for Systems and Synthetic Biologyin ACS Synthetic Biology, 4(1):39-47, January 2015
@ARTICLE{Sanassy2014, title = {Meta-Stochastic Simulation of Biochemical Models for Systems and Synthetic Biology}, author = {Sanassy, Daven and Widera, Paweł and Krasnogor, Natalio}, year = 2015, doi = {10.1021/sb5001406}, month = jan, journal = {ACS Synthetic Biology}, volume = {4}, number = {1}, pages = {39--47} }
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A machine learning heuristic to identify biologically relevant and minimal biomarker panels from omics datain BMC Genomics, 16(Suppl 1):S2, January 2015
@ARTICLE{Swan2015, title = {A machine learning heuristic to identify biologically relevant and minimal biomarker panels from omics data}, author = {Swan, A.L. and Stekel, D.J. and Hodgman, C. and Allaway, D. and Alqahtani, M.H. and Mobasheri, A. and Bacardit, J.}, year = 2015, doi = {10.1186/1471-2164-16-S1-S2}, month = jan, journal = {BMC Genomics}, volume = {16}, number = {Suppl 1}, pages = {S2} }
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Prediction of human population responses to toxic compounds by a collaborative competitionin Nature Biotechnology, 33(9):933-940, August 2015
@ARTICLE{Eduati2015, title = {Prediction of human population responses to toxic compounds by a collaborative competition}, author = {Eduati, Federica and Mangravite, Lara M and Wang, Tao and Tang, Hao and Bare, J Christopher and Huang, Ruili and Norman, Thea and Kellen, Mike and Menden, Michael P and Yang, Jichen and Zhan, Xiaowei and Zhong, Rui and Xiao, Guanghua and Xia, Menghang and Abdo, Nour and Kosyk, Oksana and Eduati, Federica and Mangravite, Lara M and Bare, J Christopher and Norman, Thea and Kellen, Mike and Menden, Michael P and Friend, Stephen and Stolovitzky, Gustavo and Dearry, Allen and Tice, Raymond R and Huang, Ruili and Xia, Menghang and Simeonov, Anton and Abdo, Nour and Kosyk, Oksana and Rusyn, Ivan and Wright, Fred A and Wang, Tao and Tang, Hao and Zhan, Xiaowei and Yang, Jichen and Zhong, Rui and Xiao, Guanghua and Xie, Yang and Tang, Hao and Yang, Jichen and Wang, Tao and Xiao, Guanghua and Xie, Yang and Alaimo, Salvatore and Amadoz, Alicia and Ammad-Ud-din, Muhammad and Azencott, Chloé-Agathe and Bacardit, Jaume and Barron, Pelham and Bernard, Elsa and Beyer, Andreas and Bin, Shao and van Bömmel, Alena and Borgwardt, Karsten and Brys, April M and Caffrey, Brian and Chang, Jeffrey and Chang, Jungsoo and Christodoulou, Eleni G and Clément-Ziza, Mathieu and Cohen, Trevor and Cowherd, Marianne and Demeyer, Sofie and Dopazo, Joaquin and Elhard, Joel D and Falcao, Andre O and Ferro, Alfredo and Friedenberg, David A and Giugno, Rosalba and Gong, Yunguo and Gorospe, Jenni W and Granville, Courtney A and Grimm, Dominik and Heinig, Matthias and Hernansaiz, Rosa D and Hochreiter, Sepp and Huang, Liang-Chin and Huska, Matthew and Jiao, Yunlong and Klambauer, Günter and Kuhn, Michael and Kursa, Miron Bartosz and Kutum, Rintu and Lazzarini, Nicola and Lee, Inhan and Leung, Michael K K and Lim, Weng Khong and Liu, Charlie and López, Felipe Llinares and Mammana, Alessandro and Mayr, Andreas and Michoel, Tom and Mongiovì, Misael and Moore, Jonathan D and Narasimhan, Ravi and Opiyo, Stephen O and Pandey, Gaurav and Peabody, Andrea L and Perner, Juliane and Pulvirenti, Alfredo and Rawlik, Konrad and Reinhardt, Susanne and Riffle, Carol G and Ruderfer, Douglas and Sander, Aaron J and Savage, Richard S and Scornet, Erwan and Sebastian-Leon, Patricia and Sharan, Roded and Simon-Gabriel, Carl Johann and Stoven, Veronique and Sun, Jingchun and Tang, Hao and Teixeira, Ana L and Tenesa, Albert and Vert, Jean-Philippe and Vingron, Martin and Wang, Tao and Walter, Thomas and Whalen, Sean and Wiśniewska, Zofia and Wu, Yonghui and Xiao, Guanghua and Xie, Yang and Xu, Hua and Yang, Jichen and Zhan, Xiaowei and Zhang, Shihua and Zhao, Junfei and Zheng, W Jim and Zhong, Rui and Ziwei, Dai and Friend, Stephen and Dearry, Allen and Simeonov, Anton and Tice, Raymond R and Rusyn, Ivan and Wright, Fred A and Stolovitzky, Gustavo and Xie, Yang and Saez-Rodriguez, Julio}, year = 2015, doi = {10.1038/nbt.3299}, month = aug, journal = {Nature Biotechnology}, volume = {33}, number = {9}, pages = {933--940} }
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ROSEFW-RF: The winner algorithm for the ECBDL’14 big data competition: An extremely imbalanced big data bioinformatics problemin Knowledge-Based Systems, 87(C):69-79, October 2015
@ARTICLE{Triguero2015, title = {ROSEFW-RF: The winner algorithm for the ECBDL’14 big data competition: An extremely imbalanced big data bioinformatics problem}, author = {Triguero, Isaac and del Río, Sara and López, Victoria and Bacardit, Jaume and Benítez, José M. and Herrera, Francisco}, year = 2015, doi = {10.1016/j.knosys.2015.05.027}, month = oct, journal = {Knowledge-Based Systems}, volume = {87}, number = {C}, pages = {69--79} }
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Enhancing the scalability of a genetic algorithm to discover quantitative association rules in large-scale datasetsin Integrated Computer-Aided Engineering, 22(1):21-39, 2015
@ARTICLE{Martinez-Ballesteros2015, title = {Enhancing the scalability of a genetic algorithm to discover quantitative association rules in large-scale datasets}, author = {Martínez-Ballesteros, María and Bacardit, Jaume and Troncoso, Alicia and Riquelme, José C}, year = 2015, doi = {10.3233/ICA-140479}, journal = {Integrated Computer-Aided Engineering}, volume = {22}, number = {1}, pages = {21--39} }
2014
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Large-Scale Experimental Evaluation of Cluster Representations for Multiobjective Evolutionary Clusteringin IEEE Transactions on Evolutionary Computation, 18(1):36-53, February 2014
@ARTICLE{Garcia-Piquer2014, title = {Large-Scale Experimental Evaluation of Cluster Representations for Multiobjective Evolutionary Clustering}, author = {Garcia-Piquer, Alvaro and Fornells, Albert and Bacardit, Jaume and Orriols-Puig, Albert and Golobardes, Elisabet}, year = 2014, doi = {10.1109/TEVC.2013.2281513}, month = feb, journal = {IEEE Transactions on Evolutionary Computation}, volume = {18}, number = {1}, pages = {36--53} }
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Tuning receiver characteristics in bacterial quorum communication: An evolutionary approach using standard virtual biological partsin 2014 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology, p.1-8, Honolulu, HI, USA, May 2014
@INPROCEEDINGS{Hallinan2014, title = {Tuning receiver characteristics in bacterial quorum communication: An evolutionary approach using standard virtual biological parts}, author = {Hallinan, J. S. and Gilfellon, O. and Misirli, G. and Wipat, A.}, year = 2014, doi = {10.1109/CIBCB.2014.6845520}, month = may, booktitle = {2014 IEEE Conference on Computational Intelligence in Bioinformatics and Computational Biology}, pages = {1--8}, address = {Honolulu, HI, USA} }
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A combined MapReduce-windowing two-level parallel scheme for evolutionary prototype generationin 2014 IEEE Congress on Evolutionary Computation (CEC), p.3036-3043, Beijing, China, July 2014
@INPROCEEDINGS{Triguero2014, title = {A combined MapReduce-windowing two-level parallel scheme for evolutionary prototype generation}, author = {Triguero, Isaac and Peralta, Daniel and Bacardit, Jaume and Garcia, Salvador and Herrera, Francisco}, year = 2014, doi = {10.1109/CEC.2014.6900490}, month = jul, booktitle = {2014 IEEE Congress on Evolutionary Computation (CEC)}, pages = {3036--3043}, address = {Beijing, China} }
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Heuristic for Maximizing DNA Reuse in Synthetic DNA Library Assemblyin ACS Synthetic Biology, 3(8):529-542, August 2014
@ARTICLE{Blakes2014, title = {Heuristic for Maximizing DNA Reuse in Synthetic DNA Library Assembly}, author = {Blakes, Jonathan and Raz, Ofir and Feige, Uriel and Bacardit, Jaume and Widera, Paweł and Ben-Yehezkel, Tuval and Shapiro, Ehud and Krasnogor, Natalio}, year = 2014, doi = {10.1021/sb400161v}, month = aug, journal = {ACS Synthetic Biology}, volume = {3}, number = {8}, pages = {529--542} }
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Hard Data Analytics Problems Make for Better Data Analysis Algorithms: Bioinformatics as an Examplein Big Data, 2(3):164-176, September 2014
@ARTICLE{Bacardit2014, title = {Hard Data Analytics Problems Make for Better Data Analysis Algorithms: Bioinformatics as an Example}, author = {Bacardit, Jaume and Widera, Paweł and Lazzarini, Nicola and Krasnogor, Natalio}, year = 2014, doi = {10.1089/big.2014.0023}, month = sep, journal = {Big Data}, volume = {2}, number = {3}, pages = {164--176} }
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Blind optimisation problem instance classification via enhanced universal similarity metricin Memetic Computing, available online since November 2014
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Susceptibility to experimental infection of the invertebrate locusts ( Schistocerca gregaria ) with the apicomplexan parasite Neospora caninumin PeerJ, 2:e674, December 2014
@ARTICLE{Alkurashi2014, title = {Susceptibility to experimental infection of the invertebrate locusts ( Schistocerca gregaria ) with the apicomplexan parasite Neospora caninum }, author = {Alkurashi, Mamdowh M. and May, Sean T. and Kong, Kenny and Bacardit, Jaume and Haig, David and Elsheikha, Hany M.}, year = 2014, doi = {10.7717/peerj.674}, month = dec, journal = {PeerJ}, volume = {2}, pages = {e674} }
2013
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Large-scale data mining using genetics-based machine learningin Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery, 3(1):37-61, January 2013
@ARTICLE{Bacardit2013, title = {Large-scale data mining using genetics-based machine learning}, author = {Bacardit, Jaume and Llorà, Xavier}, year = 2013, doi = {10.1002/widm.1078}, month = jan, journal = {Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery}, volume = {3}, number = {1}, pages = {37--61} }
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An Intelligent Multi-Restart Memetic Algorithm for Box Constrained Global Optimisationin Evolutionary Computation, 21(1):107-147, March 2013
@ARTICLE{Sun2013, title = {An Intelligent Multi-Restart Memetic Algorithm for Box Constrained Global Optimisation}, author = {Sun, J. and Garibaldi, J. M. and Krasnogor, N. and Zhang, Q.}, year = 2013, doi = {10.1162/EVCO_a_00068}, month = mar, journal = {Evolutionary Computation}, volume = {21}, number = {1}, pages = {107--147} }
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A genotype-phenotype-fitness assessment protocol for evolutionary self-assembly Wang tiles designin Memetic Computing, 5(1):19-33, March 2013
@ARTICLE{Terrazas2013, title = {A genotype-phenotype-fitness assessment protocol for evolutionary self-assembly Wang tiles design}, author = {Terrazas, Germán and Krasnogor, Natalio}, year = 2013, doi = {10.1007/s12293-012-0092-0}, month = mar, journal = {Memetic Computing}, volume = {5}, number = {1}, pages = {19--33} }
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GAssist vs. BioHEL: critical assessment of two paradigms of genetics-based machine learningin Soft Computing, 17(6):953-981, June 2013
@ARTICLE{Franco2013, title = {GAssist vs. BioHEL: critical assessment of two paradigms of genetics-based machine learning}, author = {Franco, María A. and Krasnogor, Natalio and Bacardit, Jaume}, year = 2013, doi = {10.1007/s00500-013-1016-8}, month = jun, journal = {Soft Computing}, volume = {17}, number = {6}, pages = {953--981} }
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Integrating memetic search into the BioHEL evolutionary learning system for large-scale datasetsin Memetic Computing, 5(2):95-130, June 2013
@ARTICLE{Calian2013, title = {Integrating memetic search into the BioHEL evolutionary learning system for large-scale datasets}, author = {Calian, Dan Andrei and Bacardit, Jaume}, year = 2013, doi = {10.1007/s12293-013-0108-4}, month = jun, journal = {Memetic Computing}, volume = {5}, number = {2}, pages = {95--130} }
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Matching island topologies to problem structure in parallel evolutionary algorithmsin Soft Computing, 17(7):1209-1225, July 2013
@ARTICLE{Arnaldo2013, title = {Matching island topologies to problem structure in parallel evolutionary algorithms}, author = {Arnaldo, Ignacio and Contreras, Iván and Millán-Ruiz, David and Hidalgo, J. Ignacio and Krasnogor, Natalio}, year = 2013, doi = {10.1007/s00500-013-0995-9}, month = jul, journal = {Soft Computing}, volume = {17}, number = {7}, pages = {1209--1225} }
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Bayesian statistical model checking with application to Stateflow/Simulink verificationin Formal Methods in System Design, 43(2):338-367, October 2013
@ARTICLE{Zuliani2013, title = {Bayesian statistical model checking with application to Stateflow/Simulink verification}, author = {Zuliani, Paolo and Platzer, André and Clarke, Edmund M.}, year = 2013, doi = {10.1007/s10703-013-0195-3}, month = oct, journal = {Formal Methods in System Design}, volume = {43}, number = {2}, pages = {338--367} }
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Application of Machine Learning to Proteomics Data: Classification and Biomarker Identification in Postgenomics Biologyin OMICS: A Journal of Integrative Biology, 17(12):595-610, December 2013
@ARTICLE{Swan2013, title = {Application of Machine Learning to Proteomics Data: Classification and Biomarker Identification in Postgenomics Biology}, author = {Swan, Anna Louise and Mobasheri, Ali and Allaway, David and Liddell, Susan and Bacardit, Jaume}, year = 2013, doi = {10.1089/omi.2013.0017}, month = dec, journal = {OMICS: A Journal of Integrative Biology}, volume = {17}, number = {12}, pages = {595--610} }
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Analysis of mass spectrometry data from the secretome of an explant model of articular cartilage exposed to pro-inflammatory and anti-inflammatory stimuli using machine learningin BMC Musculoskeletal Disorders, 14(1):349, 2013
@ARTICLE{Swan2013a, title = {Analysis of mass spectrometry data from the secretome of an explant model of articular cartilage exposed to pro-inflammatory and anti-inflammatory stimuli using machine learning}, author = {Swan, Anna L and Hillier, Kirsty L and Smith, Julia R and Allaway, David and Liddell, Susan and Bacardit, Jaume and Mobasheri, Ali}, year = 2013, doi = {10.1186/1471-2474-14-349}, journal = {BMC Musculoskeletal Disorders}, volume = {14}, number = {1}, pages = {349} }
2012
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Analysing BioHEL using challenging boolean functionsin Evolutionary Intelligence, 5(2):87-102, June 2012
@ARTICLE{Franco2012, title = {Analysing BioHEL using challenging boolean functions}, author = {Franco, María A. and Krasnogor, Natalio and Bacardit, Jaume}, year = 2012, doi = {10.1007/s12065-012-0080-9}, month = jun, journal = {Evolutionary Intelligence}, volume = {5}, number = {2}, pages = {87--102} }
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Using Rule-Based Machine Learning for Candidate Disease Gene Prioritization and Sample Classification of Cancer Gene Expression Datain PLoS ONE, 7(7):e39932, July 2012
@ARTICLE{Glaab2012, title = {Using Rule-Based Machine Learning for Candidate Disease Gene Prioritization and Sample Classification of Cancer Gene Expression Data}, author = {Glaab, Enrico and Bacardit, Jaume and Garibaldi, Jonathan M. and Krasnogor, Natalio}, year = 2012, doi = {10.1371/journal.pone.0039932}, month = jul, journal = {PLoS ONE}, volume = {7}, number = {7}, pages = {e39932} }
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Statistical Model Checking for Markov Decision Processesin 2012 Ninth International Conference on Quantitative Evaluation of Systems, p.84-93, London, United Kingdom, September 2012
@INPROCEEDINGS{Henriques2012, title = {Statistical Model Checking for Markov Decision Processes}, author = {Henriques, David and Martins, Joao G. and Zuliani, Paolo and Platzer, Andre and Clarke, Edmund M.}, year = 2012, doi = {10.1109/QEST.2012.19}, month = sep, booktitle = {2012 Ninth International Conference on Quantitative Evaluation of Systems}, pages = {84--93}, address = {London, United Kingdom} }
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Contact map prediction using a large-scale ensemble of rule sets and the fusion of multiple predicted structural featuresin Bioinformatics, 28(19):2441-2448, October 2012
@ARTICLE{Bacardit2012, title = {Contact map prediction using a large-scale ensemble of rule sets and the fusion of multiple predicted structural features}, author = {Bacardit, J. and Widera, P. and Marquez-Chamorro, A. and Divina, F. and Aguilar-Ruiz, J. S. and Krasnogor, N.}, year = 2012, doi = {10.1093/bioinformatics/bts472}, month = oct, journal = {Bioinformatics}, volume = {28}, number = {19}, pages = {2441--2448} }
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Rare-event verification for stochastic hybrid systemsin Proceedings of the 15th ACM international conference on Hybrid Systems: Computation and Control - HSCC '12, p.217, Beijing, China, 2012
@INPROCEEDINGS{Zuliani2012, title = {Rare-event verification for stochastic hybrid systems}, author = {Zuliani, Paolo and Baier, Christel and Clarke, Edmund M.}, year = 2012, doi = {10.1145/2185632.2185665}, booktitle = {Proceedings of the 15th ACM international conference on Hybrid Systems: Computation and Control - HSCC '12}, pages = {217}, address = {Beijing, China} }
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Genotype-Fitness Correlation Analysis for Evolutionary Design of Self-assembly Wang Tilesin Nature Inspired Cooperative Strategies for Optimization (NICSO 2011), Studies in Computational Intelligence 387, p.73-84, 2012
@INCOLLECTION{Terrazas2012, title = {Genotype-Fitness Correlation Analysis for Evolutionary Design of Self-assembly Wang Tiles}, author = {Terrazas, Germán and Krasnogor, Natalio}, year = 2012, doi = {10.1007/978-3-642-24094-2_5}, booktitle = {Nature Inspired Cooperative Strategies for Optimization (NICSO 2011)}, publisher = {Springer Berlin Heidelberg}, volume = {387}, series = {Studies in Computational Intelligence}, pages = {73--84} }
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Post-processing operators for decision listsin Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference - GECCO '12, p.847, Philadelphia, Pennsylvania, USA, 2012
@INPROCEEDINGS{Franco2012a, title = {Post-processing operators for decision lists}, author = {Franco, Maria A. and Krasnogor, Natalio and Bacardit, Jaume}, year = 2012, doi = {10.1145/2330163.2330281}, booktitle = {Proceedings of the fourteenth international conference on Genetic and evolutionary computation conference - GECCO '12}, pages = {847}, address = {Philadelphia, Pennsylvania, USA} }
2011
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Analog circuit verification by statistical model checkingin 16th Asia and South Pacific Design Automation Conference (ASP-DAC 2011), p.1-6, Yokohama, Japan, January 2011
@INPROCEEDINGS{Wang2011, title = {Analog circuit verification by statistical model checking}, author = {Wang, Ying-Chih and Komuravelli, Anvesh and Zuliani, Paolo and Clarke, Edmund M.}, year = 2011, doi = {10.1109/ASPDAC.2011.5722168}, month = jan, booktitle = {16th Asia and South Pacific Design Automation Conference (ASP-DAC 2011)}, pages = {1--6}, address = {Yokohama, Japan} }
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Functional Network Construction in Arabidopsis Using Rule-Based Machine Learning on Large-Scale Data Setsin THE PLANT CELL ONLINE, 23(9):3101-3116, September 2011
@ARTICLE{Bassel2011, title = {Functional Network Construction in Arabidopsis Using Rule-Based Machine Learning on Large-Scale Data Sets}, author = {Bassel, G. W. and Glaab, E. and Marquez, J. and Holdsworth, M. J. and Bacardit, J.}, year = 2011, doi = {10.1105/tpc.111.088153}, month = sep, journal = {THE PLANT CELL ONLINE}, volume = {23}, number = {9}, pages = {3101--3116} }
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Modelling the initialisation stage of the ALKR representation for discrete domains and GABIL encodingin Proceedings of the 13th annual conference on Genetic and evolutionary computation - GECCO '11, p.1291, Dublin, Ireland, 2011Best Paper Award in GBML track
@INPROCEEDINGS{Franco2011, title = {Modelling the initialisation stage of the ALKR representation for discrete domains and GABIL encoding}, author = {Franco, Maria A. and Krasnogor, Natalio and Bacardit, Jaume}, year = 2011, doi = {10.1145/2001576.2001750}, note = {Best Paper Award in GBML track}, booktitle = {Proceedings of the 13th annual conference on Genetic and evolutionary computation - GECCO '11}, pages = {1291}, address = {Dublin, Ireland} }
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Statistical Verification of Probabilistic Properties with Unbounded Untilin Formal Methods: Foundations and Applications, Lecture Notes in Computer Science 6527, p.144-160, 2011
@INCOLLECTION{Younes2011, title = {Statistical Verification of Probabilistic Properties with Unbounded Until}, author = {Younes, Håkan L. S. and Clarke, Edmund M. and Zuliani, Paolo}, year = 2011, doi = {10.1007/978-3-642-19829-8_10}, booktitle = {Formal Methods: Foundations and Applications}, publisher = {Springer Berlin Heidelberg}, volume = {6527}, series = {Lecture Notes in Computer Science}, pages = {144--160} }
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Automated probe microscopy via evolutionary optimization at the atomic scalein Applied Physics Letters, 98(25):253104, 2011
@ARTICLE{Woolley2011, title = {Automated probe microscopy via evolutionary optimization at the atomic scale}, author = {Woolley, Richard A. J. and Stirling, Julian and Radocea, Adrian and Krasnogor, Natalio and Moriarty, Philip}, year = 2011, doi = {10.1063/1.3600662}, journal = {Applied Physics Letters}, volume = {98}, number = {25}, pages = {253104} }
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Statistical Model Checking for Cyber-Physical Systemsin Automated Technology for Verification and Analysis, Lecture Notes in Computer Science 6996, p.1-12, 2011
@INCOLLECTION{Clarke2011, title = {Statistical Model Checking for Cyber-Physical Systems}, author = {Clarke, Edmund M. and Zuliani, Paolo}, year = 2011, doi = {10.1007/978-3-642-24372-1_1}, booktitle = {Automated Technology for Verification and Analysis}, publisher = {Springer Berlin Heidelberg}, volume = {6996}, series = {Lecture Notes in Computer Science}, pages = {1--12} }
2010
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Evolving cell models for systems and synthetic biologyin Systems and Synthetic Biology, 4(1):55-84, March 2010
@ARTICLE{Cao2010, title = {Evolving cell models for systems and synthetic biology}, author = {Cao, Hongqing and Romero-Campero, Francisco J. and Heeb, Stephan and Cámara, Miguel and Krasnogor, Natalio}, year = 2010, doi = {10.1007/s11693-009-9050-7}, month = mar, journal = {Systems and Synthetic Biology}, volume = {4}, number = {1}, pages = {55--84} }
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A learning classifier system with mutual-information-based fitnessin Evolutionary Intelligence, 3(1):31-50, March 2010
@ARTICLE{Smith2010, title = {A learning classifier system with mutual-information-based fitness}, author = {Smith, Robert Elliott and Jiang, Max Kun and Bacardit, Jaume and Stout, Michael and Krasnogor, Natalio and Hirst, Jonathan D.}, year = 2010, doi = {10.1007/s12065-010-0037-9}, month = mar, journal = {Evolutionary Intelligence}, volume = {3}, number = {1}, pages = {31--50} }
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GP challenge: evolving energy function for protein structure predictionin Genetic Programming and Evolvable Machines, 11(1):61-88, March 2010
@ARTICLE{Widera2010, title = {GP challenge: evolving energy function for protein structure prediction}, author = {Widera, Paweł and Garibaldi, Jonathan M. and Krasnogor, Natalio}, year = 2010, doi = {10.1007/s10710-009-9087-0}, month = mar, journal = {Genetic Programming and Evolvable Machines}, volume = {11}, number = {1}, pages = {61--88} }
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Towards the Design of Heuristics by Means of Self-Assemblyin Electronic Proceedings in Theoretical Computer Science, 26:135-146, June 2010
@ARTICLE{Terrazas2010a, title = {Towards the Design of Heuristics by Means of Self-Assembly}, author = {Terrazas, German and Landa-Silva, Dario and Krasnogor, Natalio}, year = 2010, doi = {10.4204/EPTCS.26.13}, month = jun, journal = {Electronic Proceedings in Theoretical Computer Science}, volume = {26}, pages = {135--146} }
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Grammatical rules for the automated construction of heuristicsin IEEE Congress on Evolutionary Computation, p.1-8, Barcelona, Spain, July 2010
@INPROCEEDINGS{Terrazas2010, title = {Grammatical rules for the automated construction of heuristics}, author = {Terrazas, German and Krasnogor, Natalio}, year = 2010, doi = {10.1109/CEC.2010.5586192}, month = jul, booktitle = {IEEE Congress on Evolutionary Computation}, pages = {1--8}, address = {Barcelona, Spain} }
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Evolutionary computation for the design of a stochastic switch for synthetic genetic circuitsin 2010 Annual International Conference of the IEEE Engineering in Medicine and Biology, p.768-774, Buenos Aires, August 2010
@INPROCEEDINGS{Hallinan2010, title = {Evolutionary computation for the design of a stochastic switch for synthetic genetic circuits}, author = {Hallinan, J S and Misirli, G and Wipat, A}, year = 2010, doi = {10.1109/IEMBS.2010.5626353}, month = aug, booktitle = {2010 Annual International Conference of the IEEE Engineering in Medicine and Biology}, pages = {768--774}, address = {Buenos Aires} }
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Evolutionary symbolic discovery for bioinformatics, systems and synthetic biologyin Proceedings of the 12th annual conference comp on Genetic and evolutionary computation - GECCO '10, p.1991, Portland, Oregon, USA, 2010
@INPROCEEDINGS{Widera2010a, title = {Evolutionary symbolic discovery for bioinformatics, systems and synthetic biology}, author = {Widera, Paweł and Bacardit, Jaume and Krasnogor, Natalio and García-Martínez, Carlos and Lozano, Manuel}, year = 2010, doi = {10.1145/1830761.1830842}, booktitle = {Proceedings of the 12th annual conference comp on Genetic and evolutionary computation - GECCO '10}, pages = {1991}, address = {Portland, Oregon, USA} }
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Bayesian statistical model checking with application to Simulink/Stateflow verificationin Proceedings of the 13th ACM international conference on Hybrid systems: computation and control - HSCC '10, p.243, Stockholm, Sweden, 2010
@INPROCEEDINGS{Zuliani2010, title = {Bayesian statistical model checking with application to Simulink/Stateflow verification}, author = {Zuliani, Paolo and Platzer, André and Clarke, Edmund M.}, year = 2010, doi = {10.1145/1755952.1755987}, booktitle = {Proceedings of the 13th ACM international conference on Hybrid systems: computation and control - HSCC '10}, pages = {243}, address = {Stockholm, Sweden} }
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Speeding up the evaluation of evolutionary learning systems using GPGPUsin Proceedings of the 12th annual conference on Genetic and evolutionary computation - GECCO '10, p.1039, Portland, Oregon, USA, 2010Best Paper Award in the GBML track
@INPROCEEDINGS{Franco2010, title = {Speeding up the evaluation of evolutionary learning systems using GPGPUs}, author = {Franco, María A. and Krasnogor, Natalio and Bacardit, Jaume}, year = 2010, doi = {10.1145/1830483.1830672}, note = {Best Paper Award in the GBML track}, booktitle = {Proceedings of the 12th annual conference on Genetic and evolutionary computation - GECCO '10}, pages = {1039}, address = {Portland, Oregon, USA} }
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Learning Classifier SystemsLecture Notes in Computer Science 6471, Springer Berlin Heidelberg, 2010
@BOOK{Bacardit2010, title = {Learning Classifier Systems}, author = {Bacardit, Jaume and Browne, Will and Drugowitsch, Jan and Bernadó-Mansilla, Ester and Butz, Martin V.}, year = 2010, doi = {10.1007/978-3-642-17508-4}, publisher = {Springer Berlin Heidelberg}, volume = {6471}, series = {Lecture Notes in Computer Science} }
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Analysing bioHEL using challenging boolean functionsin Proceedings of the 12th annual conference comp on Genetic and evolutionary computation - GECCO '10, p.1855, Portland, Oregon, USA, 2010
@INPROCEEDINGS{Franco2010a, title = {Analysing bioHEL using challenging boolean functions}, author = {Franco, Maria A. and Krasnogor, Natalio and Bacardit, Jaume}, year = 2010, doi = {10.1145/1830761.1830817}, booktitle = {Proceedings of the 12th annual conference comp on Genetic and evolutionary computation - GECCO '10}, pages = {1855}, address = {Portland, Oregon, USA} }
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P system model optimisation by means of evolutionary based search algorithmsin Proceedings of the 12th annual conference on Genetic and evolutionary computation - GECCO '10, p.187, Portland, Oregon, USA, 2010
@INPROCEEDINGS{Garcia-Martinez2010, title = {P system model optimisation by means of evolutionary based search algorithms}, author = {García-Martínez, Carlos and Lima, Claudio and Twycross, Jamie and Krasnogor, Natalio and Lozano, Manuel}, year = 2010, doi = {10.1145/1830483.1830517}, booktitle = {Proceedings of the 12th annual conference on Genetic and evolutionary computation - GECCO '10}, pages = {187}, address = {Portland, Oregon, USA} }
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Discovering Beneficial Cooperative Structures for the Automated Construction of Heuristicsin Nature Inspired Cooperative Strategies for Optimization (NICSO 2010), Studies in Computational Intelligence 284, p.89-100, 2010
@INCOLLECTION{Terrazas2010b, title = {Discovering Beneficial Cooperative Structures for the Automated Construction of Heuristics}, author = {Terrazas, Germán and Landa-Silva, Dario and Krasnogor, Natalio}, year = 2010, doi = {10.1007/978-3-642-12538-6_8}, booktitle = {Nature Inspired Cooperative Strategies for Optimization (NICSO 2010)}, publisher = {Springer Berlin Heidelberg}, volume = {284}, series = {Studies in Computational Intelligence}, pages = {89--100} }
2009
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Prediction of topological contacts in proteins using learning classifier systemsin Soft Computing, 13(3):245-258, February 2009
@ARTICLE{Stout2009, title = {Prediction of topological contacts in proteins using learning classifier systems}, author = {Stout, Michael and Bacardit, Jaume and Hirst, Jonathan D. and Smith, Robert E. and Krasnogor, Natalio}, year = 2009, doi = {10.1007/s00500-008-0318-8}, month = feb, journal = {Soft Computing}, volume = {13}, number = {3}, pages = {245--258} }
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KEEL: a software tool to assess evolutionary algorithms for data mining problemsin Soft Computing, 13(3):307-318, February 2009
@ARTICLE{Alcala-Fdez2009, title = {KEEL: a software tool to assess evolutionary algorithms for data mining problems}, author = {Alcalá-Fdez, J. and Sánchez, L. and García, S. and del Jesus, M. J. and Ventura, S. and Garrell, J. M. and Otero, J. and Romero, C. and Bacardit, J. and Rivas, V. M. and Fernández, J. C. and Herrera, F.}, year = 2009, doi = {10.1007/s00500-008-0323-y}, month = feb, journal = {Soft Computing}, volume = {13}, number = {3}, pages = {307--318} }
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Improving the scalability of rule-based evolutionary learningin Memetic Computing, 1(1):55-67, March 2009
@ARTICLE{Bacardit2009, title = {Improving the scalability of rule-based evolutionary learning}, author = {Bacardit, Jaume and Burke, Edmund K. and Krasnogor, Natalio}, year = 2009, doi = {10.1007/s12293-008-0005-4}, month = mar, journal = {Memetic Computing}, volume = {1}, number = {1}, pages = {55--67} }
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A framework for the application of decision trees to the analysis of SNPs datain 2009 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology, p.106-113, Nashville, TN, USA, March 2009
@INPROCEEDINGS{Fiaschi2009, title = {A framework for the application of decision trees to the analysis of SNPs data}, author = {Fiaschi, Linda and Garibaldi, Jonathan M. and Krasnogora, Natalio}, year = 2009, doi = {10.1109/CIBCB.2009.4925715}, month = mar, booktitle = {2009 IEEE Symposium on Computational Intelligence in Bioinformatics and Computational Biology}, pages = {106--113}, address = {Nashville, TN, USA} }
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Evolutionary design of the energy function for protein structure predictionin 2009 IEEE Congress on Evolutionary Computation, p.1305-1312, Trondheim, Norway, May 2009
@INPROCEEDINGS{Widera2009, title = {Evolutionary design of the energy function for protein structure prediction}, author = {Widera, Pawel and Garibaldi, Jonathan M. and Krasnogor, Natalio}, year = 2009, doi = {10.1109/CEC.2009.4983095}, month = may, booktitle = {2009 IEEE Congress on Evolutionary Computation}, pages = {1305--1312}, address = {Trondheim, Norway} }
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Modular Assembly Of Cell Systems Biology Models Using P Systemsin International Journal of Foundations of Computer Science, 20(03):427-442, June 2009
@ARTICLE{Romero-Campero2009, title = {Modular Assembly Of Cell Systems Biology Models Using P Systems}, author = {Romero-Campero, Francisco J. and Twycross, Jamie and Cámara, Miguel and Bennett, Malcolm and Gheorghe, Marian and Krasnogor, Natalio}, year = 2009, doi = {10.1142/S0129054109006668}, month = jun, journal = {International Journal of Foundations of Computer Science}, volume = {20}, number = {03}, pages = {427--442} }
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Adaptive Cellular Memetic Algorithmsin Evolutionary Computation, 17(2):231-256, June 2009
@ARTICLE{Huy2009, title = {Adaptive Cellular Memetic Algorithms}, author = {Huy, Nguyen Quang and Soon, Ong Yew and Hiot, Lim Meng and Krasnogor, Natalio}, year = 2009, doi = {10.1162/evco.2009.17.2.231}, month = jun, journal = {Evolutionary Computation}, volume = {17}, number = {2}, pages = {231--256} }
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Automated self-assembly programming paradigm: The impact of network topologyin International Journal of Intelligent Systems, 24(7):793-817, July 2009
@ARTICLE{Li2009, title = {Automated self-assembly programming paradigm: The impact of network topology}, author = {Li, Lin and Garibaldi, Jonathan M and Krasnogor, Natalio}, year = 2009, doi = {10.1002/int.20361}, month = jul, journal = {International Journal of Intelligent Systems}, volume = {24}, number = {7}, pages = {793--817} }
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Performance and Efficiency of Memetic Pittsburgh Learning Classifier Systemsin Evolutionary Computation, 17(3):307-342, September 2009
@ARTICLE{Bacardit2009c, title = {Performance and Efficiency of Memetic Pittsburgh Learning Classifier Systems}, author = {Bacardit, Jaume and Krasnogor, Natalio}, year = 2009, doi = {10.1162/evco.2009.17.3.307}, month = sep, journal = {Evolutionary Computation}, volume = {17}, number = {3}, pages = {307--342} }
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An Approach to the Engineering of Cellular Models Based on P Systemsin Mathematical Theory and Computational Practice, Lecture Notes in Computer Science 5635, p.430-436, 2009
@INCOLLECTION{Romero-Campero2009b, title = {An Approach to the Engineering of Cellular Models Based on P Systems}, author = {Romero-Campero, Francisco J. and Krasnogor, Natalio}, year = 2009, doi = {10.1007/978-3-642-03073-4_44}, booktitle = {Mathematical Theory and Computational Practice}, publisher = {Springer Berlin Heidelberg}, volume = {5635}, series = {Lecture Notes in Computer Science}, pages = {430--436} }
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ArrayMining: a modular web-application for microarray analysis combining ensemble and consensus methods with cross-study normalizationin BMC Bioinformatics, 10(1):358, 2009
@ARTICLE{Glaab2009, title = {ArrayMining: a modular web-application for microarray analysis combining ensemble and consensus methods with cross-study normalization}, author = {Glaab, Enrico and Garibaldi, Jonathan M and Krasnogor, Natalio}, year = 2009, doi = {10.1186/1471-2105-10-358}, journal = {BMC Bioinformatics}, volume = {10}, number = {1}, pages = {358} }
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Nature Inspired Cooperative Strategies for Optimization (NICSO 2008)Studies in Computational Intelligence 236, Springer Berlin Heidelberg, 2009
@BOOK{Krasnogor2009, title = {Nature Inspired Cooperative Strategies for Optimization (NICSO 2008)}, author = {Krasnogor, Natalio and Melián-Batista, María Belén and Pérez, José Andrés Moreno and Moreno-Vega, J. Marcos and Pelta, David Alejandro}, year = 2009, doi = {10.1007/978-3-642-03211-0}, publisher = {Springer Berlin Heidelberg}, volume = {236}, series = {Studies in Computational Intelligence} }
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A mixed discrete-continuous attribute list representation for large scale classification domainsin Proceedings of the 11th Annual conference on Genetic and evolutionary computation - GECCO '09, p.1155, Montreal, Québec, Canada, 2009
@INPROCEEDINGS{Bacardit2009b, title = {A mixed discrete-continuous attribute list representation for large scale classification domains}, author = {Bacardit, Jaume and Krasnogor, Natalio}, year = 2009, doi = {10.1145/1569901.1570057}, booktitle = {Proceedings of the 11th Annual conference on Genetic and evolutionary computation - GECCO '09}, pages = {1155}, address = {Montreal, Québec, Canada} }
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Automated Alphabet Reduction for Protein Datasetsin BMC Bioinformatics, 10(1):6, 2009
@ARTICLE{Bacardit2009a, title = {Automated Alphabet Reduction for Protein Datasets}, author = {Bacardit, Jaume and Stout, Michael and Hirst, Jonathan D and Valencia, Alfonso and Smith, Robert E and Krasnogor, Natalio}, year = 2009, doi = {10.1186/1471-2105-10-6}, journal = {BMC Bioinformatics}, volume = {10}, number = {1}, pages = {6} }
2008
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Memetic Algorithms: The Polynomial Local Search Complexity Theory Perspectivein Journal of Mathematical Modelling and Algorithms, 7(1):3-24, March 2008
@ARTICLE{Krasnogor2008, title = {Memetic Algorithms: The Polynomial Local Search Complexity Theory Perspective}, author = {Krasnogor, Natalio and Smith, Jim}, year = 2008, doi = {10.1007/s10852-007-9070-9}, month = mar, journal = {Journal of Mathematical Modelling and Algorithms}, volume = {7}, number = {1}, pages = {3--24} }
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Prediction of recursive convex hull class assignments for protein residuesin Bioinformatics, 24(7):916-923, April 2008
@ARTICLE{Stout2008, title = {Prediction of recursive convex hull class assignments for protein residues}, author = {Stout, M. and Bacardit, J. and Hirst, J. D. and Krasnogor, N.}, year = 2008, doi = {10.1093/bioinformatics/btn050}, month = apr, journal = {Bioinformatics}, volume = {24}, number = {7}, pages = {916--923} }
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Search Strategies in Structural Bioinformaticsin Current Protein & Peptide Science, 9(3):260-274, June 2008
@ARTICLE{Oakley2008, title = {Search Strategies in Structural Bioinformatics}, author = {Oakley, Mark and Barthel, Daniel and Bykov, Yuri and Garibaldi, Jonathan and Burke, Edmund and Krasnogor, Natalio and Hirst, Jonathan}, year = 2008, doi = {10.2174/138920308784534032}, month = jun, journal = {Current Protein & Peptide Science}, volume = {9}, number = {3}, pages = {260--274} }
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Fast rule representation for continuous attributes in genetics-based machine learningin Proceedings of the 10th annual conference on Genetic and evolutionary computation - GECCO '08, p.1421, Atlanta, GA, USA, 2008
@INPROCEEDINGS{Bacardit2008, title = {Fast rule representation for continuous attributes in genetics-based machine learning}, author = {Bacardit, Jaume and Krasnogor, Natalio}, year = 2008, doi = {10.1145/1389095.1389369}, booktitle = {Proceedings of the 10th annual conference on Genetic and evolutionary computation - GECCO '08}, pages = {1421}, address = {Atlanta, GA, USA} }
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Structure and parameter estimation for cell systems biology modelsin Proceedings of the 10th annual conference on Genetic and evolutionary computation - GECCO '08, p.331, Atlanta, GA, USA, 2008
@INPROCEEDINGS{Romero-Campero2008, title = {Structure and parameter estimation for cell systems biology models}, author = {Romero-Campero, Francisco J. and Cao, Hongqing and Camara, Miguel and Krasnogor, Natalio}, year = 2008, doi = {10.1145/1389095.1389153}, booktitle = {Proceedings of the 10th annual conference on Genetic and evolutionary computation - GECCO '08}, pages = {331}, address = {Atlanta, GA, USA} }
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A multi-scaled approach to artificial life simulation with P systems and dissipative particle dynamicsin Proceedings of the 10th annual conference on Genetic and evolutionary computation - GECCO '08, p.249, Atlanta, GA, USA, 2008
@INPROCEEDINGS{Smaldon2008, title = {A multi-scaled approach to artificial life simulation with P systems and dissipative particle dynamics}, author = {Smaldon, James and Blakes, Jonathan and Krasnogor, Natalio and Lancet, Doron}, year = 2008, doi = {10.1145/1389095.1389134}, booktitle = {Proceedings of the 10th annual conference on Genetic and evolutionary computation - GECCO '08}, pages = {249}, address = {Atlanta, GA, USA} }
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Learning classifier systems for optimisation problemsin Proceedings of the 2008 GECCO conference companion on Genetic and evolutionary computation - GECCO '08, p.2039, Atlanta, GA, USA, 2008
@INPROCEEDINGS{Tabacman2008, title = {Learning classifier systems for optimisation problems}, author = {Tabacman, Maximiliano and Krasnogor, Natalio and Bacardit, Jaume and Loiseau, Irene}, year = 2008, doi = {10.1145/1388969.1389018}, booktitle = {Proceedings of the 2008 GECCO conference companion on Genetic and evolutionary computation - GECCO '08}, pages = {2039}, address = {Atlanta, GA, USA} }
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Learning Classifier Systems: Looking Back and Glimpsing Aheadin Learning Classifier Systems, Lecture Notes in Computer Science 4998, p.1-21, 2008
@INCOLLECTION{Bacardit2008d, title = {Learning Classifier Systems: Looking Back and Glimpsing Ahead}, author = {Bacardit, Jaume and Bernadó-Mansilla, Ester and Butz, Martin V.}, year = 2008, doi = {10.1007/978-3-540-88138-4_1}, booktitle = {Learning Classifier Systems}, publisher = {Springer Berlin Heidelberg}, volume = {4998}, series = {Lecture Notes in Computer Science}, pages = {1--21} }
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Data Mining in Proteomics with Learning Classifier Systemsin Learning Classifier Systems in Data Mining, Studies in Computational Intelligence 125, p.17-46, 2008
@INCOLLECTION{Bacardit2008a, title = {Data Mining in Proteomics with Learning Classifier Systems}, author = {Bacardit, Jaume and Stout, Michael and Hirst, Jonathan D. and Krasnogor, Natalio}, year = 2008, doi = {10.1007/978-3-540-78979-6_2}, booktitle = {Learning Classifier Systems in Data Mining}, publisher = {Springer Berlin Heidelberg}, volume = {125}, series = {Studies in Computational Intelligence}, pages = {17--46} }
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Nature Inspired Cooperative Strategies for Optimization (NICSO 2007)Studies in Computational Intelligence 129, Springer Berlin Heidelberg, 2008
@BOOK{Krasnogor2008a, title = {Nature Inspired Cooperative Strategies for Optimization (NICSO 2007)}, author = {Krasnogor, Natalio and Nicosia, Giuseppe and Pavone, Mario and Pelta, David}, year = 2008, doi = {10.1007/978-3-540-78987-1}, publisher = {Springer Berlin Heidelberg}, volume = {129}, series = {Studies in Computational Intelligence} }
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Learning Classifier SystemsLecture Notes in Computer Science 4998, Springer Berlin Heidelberg, 2008
@BOOK{Bacardit2008c, title = {Learning Classifier Systems}, author = {Bacardit, Jaume and Bernadó-Mansilla, Ester and Butz, Martin V. and Kovacs, Tim and Llorà, Xavier and Takadama, Keiki}, year = 2008, doi = {10.1007/978-3-540-88138-4}, publisher = {Springer Berlin Heidelberg}, volume = {4998}, series = {Lecture Notes in Computer Science} }
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Empirical Evaluation of Ensemble Techniques for a Pittsburgh Learning Classifier Systemin Learning Classifier Systems, Lecture Notes in Computer Science 4998, p.255-268, 2008
@INCOLLECTION{Bacardit2008b, title = {Empirical Evaluation of Ensemble Techniques for a Pittsburgh Learning Classifier System}, author = {Bacardit, Jaume and Krasnogor, Natalio}, year = 2008, doi = {10.1007/978-3-540-88138-4_15}, booktitle = {Learning Classifier Systems}, publisher = {Springer Berlin Heidelberg}, volume = {4998}, series = {Lecture Notes in Computer Science}, pages = {255--268} }
2007
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Special Issue on Memetic Algorithmsin IEEE Transactions on Systems, Man and Cybernetics, Part B (Cybernetics), 37(1):2-5, February 2007
@ARTICLE{Ong2007, title = {Special Issue on Memetic Algorithms}, author = {Ong, Yew-Soon and Krasnogor, Natalio and Ishibuchi, Hisao}, year = 2007, doi = {10.1109/TSMCB.2006.883274}, month = feb, journal = {IEEE Transactions on Systems, Man and Cybernetics, Part B (Cybernetics)}, volume = {37}, number = {1}, pages = {2--5} }
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A Genetic Algorithm Approach to Probing the Evolution of Self-Organized Nanostructured Systemsin Nano Letters, 7(7):1985-1990, July 2007
@ARTICLE{Siepmann2007, title = {A Genetic Algorithm Approach to Probing the Evolution of Self-Organized Nanostructured Systems}, author = {Siepmann, Peter and Martin, Christopher P. and Vancea, Ioan and Moriarty, Philip J. and Krasnogor, Natalio}, year = 2007, doi = {10.1021/nl070773m}, month = jul, journal = {Nano Letters}, volume = {7}, number = {7}, pages = {1985--1990} }
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Evolving tiles for automated self-assembly designin 2007 IEEE Congress on Evolutionary Computation, p.2001-2008, Singapore, September 2007
@INPROCEEDINGS{Terrazas2007, title = {Evolving tiles for automated self-assembly design}, author = {Terrazas, German and Gheorghe, Marian and Kendall, Graham and Krasnogor, Natalio}, year = 2007, doi = {10.1109/CEC.2007.4424719}, month = sep, booktitle = {2007 IEEE Congress on Evolutionary Computation}, pages = {2001--2008}, address = {Singapore} }
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A study on the design issues of Memetic Algorithmin 2007 IEEE Congress on Evolutionary Computation, p.2390-2397, Singapore, September 2007
@INPROCEEDINGS{Nguyen2007, title = {A study on the design issues of Memetic Algorithm}, author = {Nguyen, Q. H. and Ong, Y. S. and Krasnogor, N.}, year = 2007, doi = {10.1109/CEC.2007.4424770}, month = sep, booktitle = {2007 IEEE Congress on Evolutionary Computation}, pages = {2390--2397}, address = {Singapore} }
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Automated alphabet reduction method with evolutionary algorithms for protein structure predictionin Proceedings of the 9th annual conference on Genetic and evolutionary computation - GECCO '07, p.346, London, England, 2007
@INPROCEEDINGS{Bacardit2007, title = {Automated alphabet reduction method with evolutionary algorithms for protein structure prediction}, author = {Bacardit, Jaume and Stout, Michael and Hirst, Jonathan D. and Sastry, Kumara and Llorà, Xavier and Krasnogor, Natalio}, year = 2007, doi = {10.1145/1276958.1277033}, booktitle = {Proceedings of the 9th annual conference on Genetic and evolutionary computation - GECCO '07}, pages = {346}, address = {London, England} }
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Improving the Performance of a Pittsburgh Learning Classifier System Using a Default Rulein Learning Classifier Systems, Lecture Notes in Computer Science 4399, p.291-307, 2007
@INCOLLECTION{Bacardit2007a, title = {Improving the Performance of a Pittsburgh Learning Classifier System Using a Default Rule}, author = {Bacardit, Jaume and Goldberg, David E. and Butz, Martin V.}, year = 2007, doi = {10.1007/978-3-540-71231-2_20}, booktitle = {Learning Classifier Systems}, publisher = {Springer Berlin Heidelberg}, volume = {4399}, series = {Lecture Notes in Computer Science}, pages = {291--307} }
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Data Mining in Learning Classifier Systems: Comparing XCS with GAssistin Learning Classifier Systems, Lecture Notes in Computer Science 4399, p.282-290, 2007
@INCOLLECTION{Bacardit2007b, title = {Data Mining in Learning Classifier Systems: Comparing XCS with GAssist}, author = {Bacardit, Jaume and Butz, Martin V.}, year = 2007, doi = {10.1007/978-3-540-71231-2_19}, booktitle = {Learning Classifier Systems}, publisher = {Springer Berlin Heidelberg}, volume = {4399}, series = {Lecture Notes in Computer Science}, pages = {282--290} }
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Bloat Control and Generalization Pressure Using the Minimum Description Length Principle for a Pittsburgh Approach Learning Classifier Systemin Learning Classifier Systems, Lecture Notes in Computer Science 4399, p.59-79, 2007
@INCOLLECTION{Bacardit2007c, title = {Bloat Control and Generalization Pressure Using the Minimum Description Length Principle for a Pittsburgh Approach Learning Classifier System}, author = {Bacardit, Jaume and Garrell, Josep Maria}, year = 2007, doi = {10.1007/978-3-540-71231-2_5}, booktitle = {Learning Classifier Systems}, publisher = {Springer Berlin Heidelberg}, volume = {4399}, series = {Lecture Notes in Computer Science}, pages = {59--79} }
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Immune Algorithm Versus Differential Evolution: A Comparative Case Study Using High Dimensional Function Optimizationin Adaptive and Natural Computing Algorithms, Lecture Notes in Computer Science 4431, p.93-101, 2007
@INCOLLECTION{Cutello2007, title = {Immune Algorithm Versus Differential Evolution: A Comparative Case Study Using High Dimensional Function Optimization}, author = {Cutello, Vincenzo and Krasnogor, Natalio and Nicosia, Giuseppe and Pavone, Mario}, year = 2007, doi = {10.1007/978-3-540-71618-1_11}, booktitle = {Adaptive and Natural Computing Algorithms}, publisher = {Springer Berlin Heidelberg}, volume = {4431}, series = {Lecture Notes in Computer Science}, pages = {93--101} }
2006
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Prediction Of Residue Exposure And Contact Number For Simplified Hp Lattice Model Proteins Using Learning Classifier Systemsin Applied Artificial Intelligence, p.601-608, Genova, Italy, July 2006
@INPROCEEDINGS{Stout2006, title = {Prediction Of Residue Exposure And Contact Number For Simplified Hp Lattice Model Proteins Using Learning Classifier Systems}, author = {Stout, Michael and Bacardit, Jaume and Hirst, Jonathan D. and Blazewicz, Jacek and Krasnogor, Natalio}, year = 2006, doi = {10.1142/9789812774118_0085}, month = jul, booktitle = {Applied Artificial Intelligence}, pages = {601--608}, address = {Genova, Italy} }
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Coordination number prediction using learning classifier systemsin Proceedings of the 8th annual conference on Genetic and evolutionary computation - GECCO '06, p.247, Seattle, Washington, USA, 2006
@INPROCEEDINGS{Bacardit2006, title = {Coordination number prediction using learning classifier systems}, author = {Bacardit, Jaume and Stout, Michael and Krasnogor, Natalio and Hirst, Jonathan D. and Blazewicz, Jacek}, year = 2006, doi = {10.1145/1143997.1144041}, booktitle = {Proceedings of the 8th annual conference on Genetic and evolutionary computation - GECCO '06}, pages = {247}, address = {Seattle, Washington, USA} }
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From HP Lattice Models to Real Proteins: Coordination Number Prediction Using Learning Classifier Systemsin Applications of Evolutionary Computing, Lecture Notes in Computer Science 3907, p.208-220, 2006
@INCOLLECTION{Stout2006a, title = {From HP Lattice Models to Real Proteins: Coordination Number Prediction Using Learning Classifier Systems}, author = {Stout, Michael and Bacardit, Jaume and Hirst, Jonathan D. and Krasnogor, Natalio and Blazewicz, Jacek}, year = 2006, doi = {10.1007/11732242_19}, booktitle = {Applications of Evolutionary Computing}, publisher = {Springer Berlin Heidelberg}, volume = {3907}, series = {Lecture Notes in Computer Science}, pages = {208--220} }
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Incorporating Knowledge of Secondary Structures in a L-System-Based Encoding for Protein Foldingin Artificial Evolution, Lecture Notes in Computer Science 3871, p.247-258, 2006
@INCOLLECTION{Ochoa2006, title = {Incorporating Knowledge of Secondary Structures in a L-System-Based Encoding for Protein Folding}, author = {Ochoa, Gabriela and Escuela, Gabi and Krasnogor, Natalio}, year = 2006, doi = {10.1007/11740698_22}, booktitle = {Artificial Evolution}, publisher = {Springer Berlin Heidelberg}, volume = {3871}, series = {Lecture Notes in Computer Science}, pages = {247--258} }
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A Critical View of the Evolutionary Design of Self-assembling Systemsin Artificial Evolution, Lecture Notes in Computer Science 3871, p.179-188, 2006
@INCOLLECTION{Krasnogor2006, title = {A Critical View of the Evolutionary Design of Self-assembling Systems}, author = {Krasnogor, Natalio and Terrazas, Graciela and Pelta, David A. and Ochoa, Gabriela}, year = 2006, doi = {10.1007/11740698_16}, booktitle = {Artificial Evolution}, publisher = {Springer Berlin Heidelberg}, volume = {3871}, series = {Lecture Notes in Computer Science}, pages = {179--188} }
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Smart crossover operator with multiple parents for a Pittsburgh learning classifier systemin Proceedings of the 8th annual conference on Genetic and evolutionary computation - GECCO '06, p.1441, Seattle, Washington, USA, 2006
@INPROCEEDINGS{Bacardit2006a, title = {Smart crossover operator with multiple parents for a Pittsburgh learning classifier system}, author = {Bacardit, Jaume and Krasnogor, Natalio}, year = 2006, doi = {10.1145/1143997.1144235}, booktitle = {Proceedings of the 8th annual conference on Genetic and evolutionary computation - GECCO '06}, pages = {1441}, address = {Seattle, Washington, USA} }
2005
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A fuzzy sets based generalization of contact maps for the overlap of protein structuresin Fuzzy Sets and Systems, 152(1):103-123, May 2005
@ARTICLE{Pelta2005, title = {A fuzzy sets based generalization of contact maps for the overlap of protein structures}, author = {Pelta, David and Krasnogor, Natalio and Bousono-Calzon, Carlos and Verdegay, José L. and Hirst, J. and Burke, Edmund}, year = 2005, doi = {10.1016/j.fss.2004.10.017}, month = may, journal = {Fuzzy Sets and Systems}, volume = {152}, number = {1}, pages = {103--123} }
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Protein Structure Comparison through Fuzzy Contact Maps and the Universal Similarity Metricin Fourth Conference of the European Society for Fuzzy Logic and Technology and 11 Recontres Francophones sur la Logique Floue et ses Applications, p.1124-1129, Barcelona, Spain, September 2005
@INPROCEEDINGS{Pelta2005a, title = {Protein Structure Comparison through Fuzzy Contact Maps and the Universal Similarity Metric}, author = {Pelta, D.A. and Gonzales, J.R. and Krasnogor, N.}, year = 2005, month = sep, booktitle = {Fourth Conference of the European Society for Fuzzy Logic and Technology and 11 Recontres Francophones sur la Logique Floue et ses Applications}, pages = {1124--1129}, address = {Barcelona, Spain} }
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A Tutorial for Competent Memetic Algorithms: Model, Taxonomy, and Design Issuesin IEEE Transactions on Evolutionary Computation, 9(5):474-488, October 2005
@ARTICLE{Krasnogor2005, title = {A Tutorial for Competent Memetic Algorithms: Model, Taxonomy, and Design Issues}, author = {Krasnogor, N. and Smith, J.}, year = 2005, doi = {10.1109/TEVC.2005.850260}, month = oct, journal = {IEEE Transactions on Evolutionary Computation}, volume = {9}, number = {5}, pages = {474--488} }
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Analysis of the initialization stage of a Pittsburgh approach learning classifier systemin Proceedings of the 2005 conference on Genetic and evolutionary computation - GECCO '05, p.1843, Washington DC, USA, 2005
@INPROCEEDINGS{Bacardit2005, title = {Analysis of the initialization stage of a Pittsburgh approach learning classifier system}, author = {Bacardit, Jaume}, year = 2005, doi = {10.1145/1068009.1068321}, booktitle = {Proceedings of the 2005 conference on Genetic and evolutionary computation - GECCO '05}, pages = {1843}, address = {Washington DC, USA} }
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On Improving Genetic Programming for Symbolic Regressionin 2005 IEEE Congress on Evolutionary Computation, p.912-919, Edinburgh, Scotland, UK, 2005
@INPROCEEDINGS{Gustafson2005a, title = {On Improving Genetic Programming for Symbolic Regression}, author = {Gustafson, S. and Burke, E. K. and Krasnogor, N.}, year = 2005, doi = {10.1109/CEC.2005.1554780}, booktitle = {2005 IEEE Congress on Evolutionary Computation}, pages = {912--919}, address = {Edinburgh, Scotland, UK} }
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On Self-assembly in Population P Systemsin Unconventional Computation, Lecture Notes in Computer Science 3699, p.46-57, 2005
@INCOLLECTION{Bernardini2005b, title = {On Self-assembly in Population P Systems}, author = {Bernardini, Francesco and Gheorghe, Marian and Krasnogor, Natalio and Giavitto, Jean-Louis}, year = 2005, doi = {10.1007/11560319_6}, booktitle = {Unconventional Computation}, publisher = {Springer Berlin Heidelberg}, volume = {3699}, series = {Lecture Notes in Computer Science}, pages = {46--57} }
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Membrane Computing — Current Results and Future Problemsin New Computational Paradigms, Lecture Notes in Computer Science 3526, p.49-53, 2005
@INCOLLECTION{Bernardini2005a, title = {Membrane Computing — Current Results and Future Problems}, author = {Bernardini, Francesco and Gheorghe, Marian and Krasnogor, Natalio and Terrazas, German}, year = 2005, doi = {10.1007/11494645_6}, booktitle = {New Computational Paradigms}, publisher = {Springer Berlin Heidelberg}, volume = {3526}, series = {Lecture Notes in Computer Science}, pages = {49--53} }
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Automated Tile Design for Self-Assembly Conformationsin 2005 IEEE Congress on Evolutionary Computation, p.1808-1814, Edinburgh, Scotland, UK, 2005
@INPROCEEDINGS{Terrazas2005a, title = {Automated Tile Design for Self-Assembly Conformations}, author = {Terrazas, G. and Krasnogor, N. and Kendall, G. and Gheorghe, M.}, year = 2005, doi = {10.1109/CEC.2005.1554907}, booktitle = {2005 IEEE Congress on Evolutionary Computation}, pages = {1808--1814}, address = {Edinburgh, Scotland, UK} }
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On P systems with bounded parallelismin Seventh International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC'05), p.8 pp., Timisoara, Romania, 2005
@INPROCEEDINGS{Bernardini2005, title = {On P systems with bounded parallelism}, author = {Bernardini, F. and Romero-Campero, F. J. and Gheorghe, M. and Perez-Jimenez, M. J. and Margenstern, M. and Verlan, S. and Krasnogor, N.}, year = 2005, doi = {10.1109/SYNASC.2005.51}, booktitle = {Seventh International Symposium on Symbolic and Numeric Algorithms for Scientific Computing (SYNASC'05)}, pages = {8 pp.}, address = {Timisoara, Romania} }
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The Tree-String Problem: An Artificial Domain for Structure and Content Searchin Genetic Programming, Lecture Notes in Computer Science 3447, p.215-226, 2005
@INCOLLECTION{Gustafson2005, title = {The Tree-String Problem: An Artificial Domain for Structure and Content Search}, author = {Gustafson, Steven and Burke, Edmund K. and Krasnogor, Natalio}, year = 2005, doi = {10.1007/978-3-540-31989-4_19}, booktitle = {Genetic Programming}, publisher = {Springer Berlin Heidelberg}, volume = {3447}, series = {Lecture Notes in Computer Science}, pages = {215--226} }
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Evolving L-Systems to Capture Protein Structure Native Conformationsin Genetic Programming, Lecture Notes in Computer Science 3447, p.74-84, 2005
@INCOLLECTION{Escuela2005, title = {Evolving L-Systems to Capture Protein Structure Native Conformations}, author = {Escuela, Gabi and Ochoa, Gabriela and Krasnogor, Natalio}, year = 2005, doi = {10.1007/978-3-540-31989-4_7}, booktitle = {Genetic Programming}, publisher = {Springer Berlin Heidelberg}, volume = {3447}, series = {Lecture Notes in Computer Science}, pages = {74--84} }
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Recent Advances in Memetic AlgorithmsStudies in Fuzziness and Soft Computing 166, Springer-Verlag, 2005
@BOOK{Hart2005, title = {Recent Advances in Memetic Algorithms}, author = {Hart, William E. and Smith, J. E. and Krasnogor, N.}, year = 2005, doi = {10.1007/3-540-32363-5}, publisher = {Springer-Verlag}, volume = {166}, series = {Studies in Fuzziness and Soft Computing} }
2004
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Self Generating Metaheuristics in Bioinformatics: The Proteins Structure Comparison Casein Genetic Programming and Evolvable Machines, 5(2):181-201, June 2004
@ARTICLE{Krasnogor2004a, title = {Self Generating Metaheuristics in Bioinformatics: The Proteins Structure Comparison Case}, author = {Krasnogor, N.}, year = 2004, doi = {10.1023/B:GENP.0000023687.41210.d7}, month = jun, journal = {Genetic Programming and Evolvable Machines}, volume = {5}, number = {2}, pages = {181--201} }
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Real-Coded Memetic Algorithms with Crossover Hill-Climbingin Evolutionary Computation, 12(3):273-302, September 2004
@ARTICLE{Lozano2004, title = {Real-Coded Memetic Algorithms with Crossover Hill-Climbing}, author = {Lozano, Manuel and Herrera, Francisco and Krasnogor, Natalio and Molina, Daniel}, year = 2004, doi = {10.1162/1063656041774983}, month = sep, journal = {Evolutionary Computation}, volume = {12}, number = {3}, pages = {273--302} }
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Editorial Introduction Special Issue on Memetic Algorithmsin Evolutionary Computation, 12(3):v-vi, September 2004
@ARTICLE{Hart2004, title = {Editorial Introduction Special Issue on Memetic Algorithms}, author = {Hart, W. E. and Krasnogor, N. and Smith, J. E.}, year = 2004, doi = {10.1162/1063656041775009}, month = sep, journal = {Evolutionary Computation}, volume = {12}, number = {3}, pages = {v--vi} }
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Experimental Evaluation of Discretization Schemes for Rule Inductionin Genetic and Evolutionary Computation – GECCO 2004, Lecture Notes in Computer Science 3102, p.828-839, 2004
@INCOLLECTION{Aguilar-Ruiz2004, title = {Experimental Evaluation of Discretization Schemes for Rule Induction}, author = {Aguilar-Ruiz, Jesus and Bacardit, Jaume and Divina, Federico}, year = 2004, doi = {10.1007/978-3-540-24854-5_85}, booktitle = {Genetic and Evolutionary Computation – GECCO 2004}, publisher = {Springer Berlin Heidelberg}, volume = {3102}, series = {Lecture Notes in Computer Science}, pages = {828--839} }
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Speeding-Up Pittsburgh Learning Classifier Systems: Modeling Time and Accuracyin Parallel Problem Solving from Nature - PPSN VIII, Lecture Notes in Computer Science 3242, p.1021-1031, 2004
@INCOLLECTION{Bacardit2004a, title = {Speeding-Up Pittsburgh Learning Classifier Systems: Modeling Time and Accuracy}, author = {Bacardit, Jaume and Goldberg, David E. and Butz, Martin V. and Llorà, Xavier and Garrell, Josep M.}, year = 2004, doi = {10.1007/978-3-540-30217-9_103}, booktitle = {Parallel Problem Solving from Nature - PPSN VIII}, publisher = {Springer Berlin Heidelberg}, volume = {3242}, series = {Lecture Notes in Computer Science}, pages = {1021--1031} }
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Analysis and Improvements of the Adaptive Discretization Intervals Knowledge Representationin Genetic and Evolutionary Computation – GECCO 2004, Lecture Notes in Computer Science 3103, p.726-738, 2004
@INCOLLECTION{Bacardit2004b, title = {Analysis and Improvements of the Adaptive Discretization Intervals Knowledge Representation}, author = {Bacardit, Jaume and Garrell, Josep Maria}, year = 2004, doi = {10.1007/978-3-540-24855-2_88}, booktitle = {Genetic and Evolutionary Computation – GECCO 2004}, publisher = {Springer Berlin Heidelberg}, volume = {3103}, series = {Lecture Notes in Computer Science}, pages = {726--738} }
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Pittsburgh Genetics-Based Machine Learning in the Data Mining era: Representations, generalization, and run-timePhD thesis, Ramon Llull University, Barcelona, Spain, 2004
@PHDTHESIS{Bacardit2004, title = {Pittsburgh Genetics-Based Machine Learning in the Data Mining era: Representations, generalization, and run-time}, author = {Bacardit, Jaume}, year = 2004, school = {Ramon Llull University, Barcelona, Spain} }
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A Study on the use of
self-generation'' in memetic algorithms</div> <div>in <em>Natural Computing</em>, 3(1):53-76, 2004</div> <pre id="Krasnogor2004b"> @ARTICLE{Krasnogor2004b, title = {A Study on the use of
self-generation'' in memetic algorithms}, author = {Krasnogor, Natalio and Gustafson, Steven}, year = 2004, doi = {10.1023/B:NACO.0000023419.83147.67}, journal = {Natural Computing}, volume = {3}, number = {1}, pages = {53--76} }2003
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Evolving Multiple Discretizations with Adaptive Intervals for a Pittsburgh Rule-Based Learning Classifier Systemin Genetic and Evolutionary Computation — GECCO 2003, Lecture Notes in Computer Science 2724, p.1818-1831, 2003
@INCOLLECTION{Bacardit2003, title = {Evolving Multiple Discretizations with Adaptive Intervals for a Pittsburgh Rule-Based Learning Classifier System}, author = {Bacardit, Jaume and Garrell, Josep Maria}, year = 2003, doi = {10.1007/3-540-45110-2_80}, booktitle = {Genetic and Evolutionary Computation — GECCO 2003}, publisher = {Springer Berlin Heidelberg}, volume = {2724}, series = {Lecture Notes in Computer Science}, pages = {1818--1831} }
2002
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Advanced Population Diversity Measures in Genetic Programmingin Parallel Problem Solving from Nature — PPSN VII, Lecture Notes in Computer Science 2439, p.341-350, 2002
@INCOLLECTION{Burke2002, title = {Advanced Population Diversity Measures in Genetic Programming}, author = {Burke, Edmund and Gustafson, Steven and Kendall, Graham and Krasnogor, Natalio}, year = 2002, doi = {10.1007/3-540-45712-7_33}, booktitle = {Parallel Problem Solving from Nature — PPSN VII}, publisher = {Springer Berlin Heidelberg}, volume = {2439}, series = {Lecture Notes in Computer Science}, pages = {341--350} }
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Multimeme Algorithms for Protein Structure Predictionin Parallel Problem Solving from Nature — PPSN VII, Lecture Notes in Computer Science 2439, p.769-778, 2002
@INCOLLECTION{Krasnogor2002, title = {Multimeme Algorithms for Protein Structure Prediction}, author = {Krasnogor, N. and Blackburne, B. P. and Burke, E. K. and Hirst, J. D.}, year = 2002, doi = {10.1007/3-540-45712-7_74}, booktitle = {Parallel Problem Solving from Nature — PPSN VII}, publisher = {Springer Berlin Heidelberg}, volume = {2439}, series = {Lecture Notes in Computer Science}, pages = {769--778} }
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