waveform-5000.arff

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UCI/waveform-5000.arff
TunedIT
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1.0 MB
2009-08-18 10:42:30
Description

Waveform Database Generator (1988)
File contents

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% 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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