% 1. Title: Waveform Database Generator (written in C) % % 2. Source: % (a) Breiman,L., Friedman,J.H., Olshen,R.A., & Stone,C.J. (1984). % Classification and Regression Trees. Wadsworth International % Group: Belmont, California. (see pages 43-49). % (b) Donor: David Aha % (c) Date: 11/10/1988 % % 3. Past Usage: % 1. CART book (above): % -- Optimal Bayes classification rate: 86% accuracy % -- CART decision tree algorithm: 72% % -- Nearest Neighbor Algorithm: 78% % -- 300 training and 5000 test instances % % 4. Relevant Information: % -- 3 classes of waves % -- 21 attributes, all of which include noise % -- See the book for details (49-55, 169) % -- waveform.data.Z contains 5000 instances % % 5. Number of Instances: chosen by user % % 6. Number of Attributes: % -- 21 attributes with continuous values between 0 and 6 % % 7. Attribute Information: % -- Each class is generated from a combination of 2 of 3 "base" waves % -- Each instance is generated f added noise (mean 0, variance 1) in % each attribute % -- See the book for details (49-55, 169) % % 8. Missing Attribute Values: none % % 9. Class Distribution: 33% for each of 3 classes @relation waveform @attribute x1 real @attribute x2 real @attribute x3 real @attribute x4 real @attribute x5 real @attribute x6 real @attribute x7 real @attribute x8 real @attribute x9 real @attribute x10 real @attribute x11 real @attribute x12 real @attribute x13 real @attribute x14 real @attribute x15 real @attribute x16 real @attribute x17 real @attribute x18 real @attribute x19 real @attribute x20 real @attribute x21 real @attribute x22 real @attribute x23 real @attribute x24 real @attribute x25 real @attribute x26 real @attribute x27 real @attribute x28 real @attribute x29 real @attribute x30 real @attribute x31 real @attribute x32 real @attribute x33 real @attribute x34 real @attribute x35 real @attribute x36 real @attribute x37 real @attribute x38 real @attribute x39 real @attribute x40 real @attribute class {0,1,2} @data 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