[80] | 1 | %BREAST 699 objects with 9 features in 2 classes |
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| 2 | % |
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[94] | 3 | % X = BREAST |
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[80] | 4 | % |
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| 5 | % Breast cancer Wisconsin dataset obtained from the University of Wisconsin |
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| 6 | % Hospitals, Madison from Dr. William H. Wolberg. |
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| 7 | % |
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| 8 | % REFERENCE |
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| 9 | % O. L. Mangasarian and W. H. Wolberg: "Cancer diagnosis via linear |
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| 10 | % programming", SIAM News, Volume 23, Number 5, September 1990, pp 1 & 18. |
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| 11 | % |
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[94] | 12 | % X = BREAST(VAL) |
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[80] | 13 | % |
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[94] | 14 | % By default objects with missing values are removed. When something else |
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[137] | 15 | % is desired, use one of the options in MISVAL for VAL. |
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[94] | 16 | % |
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[150] | 17 | % SEE ALSO <a href="http://prtools.tudelft.nl/prtools/">PRTools Guide</a>, <a href="http://archive.ics.uci.edu/ml/">UCI Website</a> |
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[94] | 18 | % PRTOOLS, DATASETS, MISVAL |
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| 19 | |
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[150] | 20 | % Copyright: R.P.W. Duin |
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[94] | 21 | |
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[137] | 22 | function a = breast(val) |
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[80] | 23 | |
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[123] | 24 | if nargin < 1, val = 'remove'; end |
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[80] | 25 | |
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[137] | 26 | a = pr_loadmatfile; |
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| 27 | if isempty(a) |
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| 28 | opt.delimeter = ','; |
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| 29 | opt.labfeat = 11; |
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| 30 | opt.featnames = {'Clump Thickness' 'Uniformity of Cell Size' ... |
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| 31 | 'Uniformity of Cell Shape' 'Marginal Adhesion' ... |
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| 32 | 'Single Epithelial Cell Size' 'Bare Nuclei' 'Bland Chromatin' ... |
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| 33 | 'Normal Nucleoli' 'Mitoses'}; |
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| 34 | opt.feats = [2:10]; |
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| 35 | opt.misvalue = -1; |
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| 36 | opt.classnames = {'benign' 'malignant'}; |
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| 37 | opt.desc='The original database of the Wisconsin Breast Cancer Databases from UCI, containing 699 instances, collected between 1989 and 1991. '; |
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| 38 | opt.link = 'ftp://ftp.ics.uci.edu/pub/machine-learning-databases/breast-cancer-wisconsin/'; |
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| 39 | opt.dsetname = 'Breast Wisconsin'; |
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| 40 | a = pr_download('http://prtools.tudelft.nl/prdatasets/breastorg.dat',[],opt); |
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| 41 | end |
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| 42 | a = misval(a,val); |
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[123] | 43 | |
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[80] | 44 | return |
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