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duke-breast-cancer

duke-breast-cancer

active Sparse_ARFF Publicly available Visibility: public Uploaded 27-04-2015 by Farooq Zuberi
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Author: Shirish Krishnaj Shevade and S. Sathiya Keerthi. libSVM","AAD group Source: [original](http://www.csie.ntu.edu.tw/~cjlin/libsvmtools/datasets/binary.html) - Date unknown Please cite: Shirish Krishnaj Shevade and S. Sathiya Keerthi. A simple and efficient algorithm for gene selection using sparse logistic regression. Bioinformatics, 19(17):2246-2253, 2003. #Dataset from the LIBSVM data repository. Preprocessing: Instance-wise normalization to mean zero and variance one. Then feature-wise normalization to mean zero and variance one. The original dataset consists of 49 instances. Five are removed since the classification results using immunohistochemistry and protein immunoblotting assay confilcted. Of the remaining, two instances were rejected due to failed array hybridization. The rest data are further splited into training (38), and validation (4).

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0 missing
att_2069numeric44 unique values
0 missing
att_2325numeric44 unique values
0 missing
att_2581numeric44 unique values
0 missing
att_2837numeric44 unique values
0 missing
att_3093numeric44 unique values
0 missing
att_3349numeric44 unique values
0 missing
att_3605numeric44 unique values
0 missing
att_3861numeric44 unique values
0 missing
att_4117numeric44 unique values
0 missing
att_4373numeric44 unique values
0 missing
att_4629numeric44 unique values
0 missing
att_4885numeric44 unique values
0 missing
att_5141numeric44 unique values
0 missing
att_5397numeric44 unique values
0 missing
att_5653numeric44 unique values
0 missing
att_5909numeric44 unique values
0 missing
att_6165numeric44 unique values
0 missing
att_6421numeric44 unique values
0 missing
att_6677numeric44 unique values
0 missing
att_6933numeric44 unique values
0 missing
att_22numeric44 unique values
0 missing
att_278numeric44 unique values
0 missing
att_534numeric44 unique values
0 missing
att_790numeric44 unique values
0 missing
att_1046numeric44 unique values
0 missing
att_1302numeric44 unique values
0 missing
att_1558numeric44 unique values
0 missing
att_1814numeric44 unique values
0 missing
att_2070numeric44 unique values
0 missing
att_2326numeric44 unique values
0 missing
att_2582numeric44 unique values
0 missing
att_2838numeric44 unique values
0 missing
att_3094numeric44 unique values
0 missing
att_3350numeric44 unique values
0 missing
att_3606numeric44 unique values
0 missing
att_3862numeric44 unique values
0 missing
att_4118numeric44 unique values
0 missing
att_4374numeric44 unique values
0 missing
att_4630numeric44 unique values
0 missing
att_4886numeric44 unique values
0 missing
att_5142numeric44 unique values
0 missing
att_5398numeric44 unique values
0 missing
att_5654numeric44 unique values
0 missing
att_5910numeric44 unique values
0 missing
att_6166numeric44 unique values
0 missing
att_6422numeric44 unique values
0 missing
att_6678numeric44 unique values
0 missing
att_6934numeric44 unique values
0 missing
att_23numeric44 unique values
0 missing
att_279numeric44 unique values
0 missing
att_535numeric44 unique values
0 missing
att_791numeric44 unique values
0 missing
att_1047numeric44 unique values
0 missing
att_1303numeric44 unique values
0 missing
att_1559numeric44 unique values
0 missing
att_1815numeric44 unique values
0 missing
att_2071numeric44 unique values
0 missing
att_2327numeric44 unique values
0 missing
att_2583numeric44 unique values
0 missing
att_2839numeric44 unique values
0 missing
att_3095numeric44 unique values
0 missing
att_3351numeric44 unique values
0 missing
att_3607numeric44 unique values
0 missing
att_3863numeric44 unique values
0 missing
att_4119numeric44 unique values
0 missing
att_4375numeric44 unique values
0 missing
att_4631numeric44 unique values
0 missing
att_4887numeric44 unique values
0 missing
att_5143numeric44 unique values
0 missing
att_5399numeric44 unique values
0 missing
att_5655numeric44 unique values
0 missing
att_5911numeric44 unique values
0 missing
att_6167numeric44 unique values
0 missing
att_6423numeric44 unique values
0 missing
att_6679numeric44 unique values
0 missing
att_6935numeric44 unique values
0 missing
att_24numeric44 unique values
0 missing
att_280numeric44 unique values
0 missing
att_536numeric44 unique values
0 missing
att_792numeric44 unique values
0 missing
att_1048numeric44 unique values
0 missing
att_1304numeric44 unique values
0 missing
att_1560numeric44 unique values
0 missing
att_1816numeric44 unique values
0 missing
att_2072numeric44 unique values
0 missing
att_2328numeric44 unique values
0 missing
att_2584numeric44 unique values
0 missing
att_2840numeric44 unique values
0 missing
att_3096numeric44 unique values
0 missing
att_3352numeric44 unique values
0 missing
att_3608numeric44 unique values
0 missing
att_3864numeric44 unique values
0 missing
att_4120numeric44 unique values
0 missing
att_4376numeric44 unique values
0 missing
att_4632numeric44 unique values
0 missing
att_4888numeric44 unique values
0 missing
att_5144numeric44 unique values
0 missing
att_5400numeric44 unique values
0 missing
att_5656numeric44 unique values
0 missing
att_5912numeric44 unique values
0 missing
att_6168numeric44 unique values
0 missing
att_6424numeric44 unique values
0 missing
att_6680numeric44 unique values
0 missing
att_6936numeric44 unique values
0 missing
att_25numeric44 unique values
0 missing
att_281numeric44 unique values
0 missing
att_537numeric44 unique values
0 missing
att_793numeric44 unique values
0 missing
att_1049numeric44 unique values
0 missing
att_1305numeric44 unique values
0 missing
att_1561numeric44 unique values
0 missing
att_1817numeric44 unique values
0 missing
att_2073numeric44 unique values
0 missing
att_2329numeric44 unique values
0 missing
att_2585numeric44 unique values
0 missing
att_2841numeric44 unique values
0 missing
att_3097numeric44 unique values
0 missing
att_3353numeric44 unique values
0 missing
att_3609numeric44 unique values
0 missing
att_3865numeric44 unique values
0 missing
att_4121numeric44 unique values
0 missing
att_4377numeric44 unique values
0 missing
att_4633numeric44 unique values
0 missing
att_4889numeric44 unique values
0 missing
att_5145numeric44 unique values
0 missing
att_5401numeric44 unique values
0 missing
att_5657numeric44 unique values
0 missing
att_5913numeric44 unique values
0 missing
att_6169numeric44 unique values
0 missing
att_6425numeric44 unique values
0 missing
att_6681numeric44 unique values
0 missing
att_6937numeric44 unique values
0 missing
att_26numeric44 unique values
0 missing
att_282numeric44 unique values
0 missing
att_538numeric44 unique values
0 missing
att_794numeric44 unique values
0 missing
att_1050numeric44 unique values
0 missing
att_1306numeric44 unique values
0 missing
att_1562numeric44 unique values
0 missing
att_1818numeric44 unique values
0 missing
att_2074numeric44 unique values
0 missing
att_2330numeric44 unique values
0 missing
att_2586numeric44 unique values
0 missing
att_2842numeric44 unique values
0 missing
att_3098numeric44 unique values
0 missing
att_3354numeric44 unique values
0 missing
att_3610numeric44 unique values
0 missing
att_3866numeric44 unique values
0 missing
att_4122numeric44 unique values
0 missing
att_4378numeric44 unique values
0 missing
att_4634numeric44 unique values
0 missing
att_4890numeric44 unique values
0 missing
att_5146numeric44 unique values
0 missing
att_5402numeric44 unique values
0 missing
att_5658numeric44 unique values
0 missing
att_5914numeric44 unique values
0 missing
att_6170numeric44 unique values
0 missing
att_6426numeric44 unique values
0 missing
att_6682numeric44 unique values
0 missing
att_6938numeric44 unique values
0 missing
att_27numeric44 unique values
0 missing
att_283numeric44 unique values
0 missing
att_539numeric44 unique values
0 missing
att_795numeric44 unique values
0 missing
att_1051numeric44 unique values
0 missing
att_1307numeric44 unique values
0 missing
att_1563numeric44 unique values
0 missing
att_1819numeric44 unique values
0 missing
att_2075numeric44 unique values
0 missing
att_2331numeric44 unique values
0 missing
att_2587numeric44 unique values
0 missing
att_2843numeric44 unique values
0 missing
att_3099numeric44 unique values
0 missing
att_3355numeric44 unique values
0 missing
att_3611numeric44 unique values
0 missing
att_3867numeric44 unique values
0 missing
att_4123numeric44 unique values
0 missing
att_4379numeric44 unique values
0 missing
att_4635numeric44 unique values
0 missing
att_4891numeric44 unique values
0 missing
att_5147numeric44 unique values
0 missing
att_5403numeric44 unique values
0 missing
att_5659numeric44 unique values
0 missing
att_5915numeric44 unique values
0 missing
att_6171numeric44 unique values
0 missing
att_6427numeric44 unique values
0 missing
att_6683numeric44 unique values
0 missing
att_6939numeric44 unique values
0 missing
att_28numeric44 unique values
0 missing
att_284numeric44 unique values
0 missing
att_540numeric44 unique values
0 missing
att_796numeric44 unique values
0 missing
att_1052numeric44 unique values
0 missing
att_1308numeric44 unique values
0 missing
att_1564numeric44 unique values
0 missing
att_1820numeric44 unique values
0 missing
att_2076numeric44 unique values
0 missing
att_2332numeric44 unique values
0 missing
att_2588numeric44 unique values
0 missing
att_2844numeric44 unique values
0 missing
att_3100numeric44 unique values
0 missing
att_3356numeric44 unique values
0 missing
att_3612numeric44 unique values
0 missing
att_3868numeric44 unique values
0 missing
att_4124numeric44 unique values
0 missing
att_4380numeric44 unique values
0 missing
att_4636numeric44 unique values
0 missing
att_4892numeric44 unique values
0 missing
att_5148numeric44 unique values
0 missing
att_5404numeric44 unique values
0 missing
att_5660numeric44 unique values
0 missing
att_5916numeric44 unique values
0 missing
att_6172numeric44 unique values
0 missing
att_6428numeric44 unique values
0 missing
att_6684numeric44 unique values
0 missing
att_6940numeric44 unique values
0 missing
att_29numeric44 unique values
0 missing
att_285numeric44 unique values
0 missing
att_541numeric44 unique values
0 missing
att_797numeric44 unique values
0 missing
att_1053numeric44 unique values
0 missing
att_1309numeric44 unique values
0 missing
att_1565numeric44 unique values
0 missing
att_1821numeric44 unique values
0 missing
att_2077numeric44 unique values
0 missing
att_2333numeric44 unique values
0 missing
att_2589numeric44 unique values
0 missing
att_2845numeric44 unique values
0 missing
att_3101numeric44 unique values
0 missing
att_3357numeric44 unique values
0 missing
att_3613numeric44 unique values
0 missing
att_3869numeric44 unique values
0 missing
att_4125numeric44 unique values
0 missing
att_4381numeric44 unique values
0 missing
att_4637numeric44 unique values
0 missing
att_4893numeric44 unique values
0 missing
att_5149numeric44 unique values
0 missing
att_5405numeric44 unique values
0 missing
att_5661numeric44 unique values
0 missing
att_5917numeric44 unique values
0 missing
att_6173numeric44 unique values
0 missing
att_6429numeric44 unique values
0 missing
att_6685numeric44 unique values
0 missing
att_6941numeric44 unique values
0 missing
att_30numeric44 unique values
0 missing
att_286numeric44 unique values
0 missing
att_542numeric44 unique values
0 missing
att_798numeric44 unique values
0 missing
att_1054numeric44 unique values
0 missing
att_1310numeric44 unique values
0 missing
att_1566numeric44 unique values
0 missing
att_1822numeric44 unique values
0 missing
att_2078numeric44 unique values
0 missing
att_2334numeric44 unique values
0 missing
att_2590numeric44 unique values
0 missing
att_2846numeric44 unique values
0 missing
att_3102numeric44 unique values
0 missing
att_3358numeric44 unique values
0 missing
att_3614numeric44 unique values
0 missing
att_3870numeric44 unique values
0 missing
att_4126numeric44 unique values
0 missing
att_4382numeric44 unique values
0 missing
att_4638numeric44 unique values
0 missing
att_4894numeric44 unique values
0 missing
att_5150numeric44 unique values
0 missing
att_5406numeric44 unique values
0 missing
att_5662numeric44 unique values
0 missing
att_5918numeric44 unique values
0 missing
att_6174numeric44 unique values
0 missing
att_6430numeric44 unique values
0 missing
att_6686numeric44 unique values
0 missing
att_6942numeric44 unique values
0 missing
att_31numeric44 unique values
0 missing
att_287numeric44 unique values
0 missing
att_543numeric44 unique values
0 missing
att_799numeric44 unique values
0 missing
att_1055numeric44 unique values
0 missing
att_1311numeric44 unique values
0 missing
att_1567numeric44 unique values
0 missing
att_1823numeric44 unique values
0 missing
att_2079numeric44 unique values
0 missing
att_2335numeric44 unique values
0 missing
att_2591numeric44 unique values
0 missing
att_2847numeric44 unique values
0 missing
att_3103numeric44 unique values
0 missing
att_3359numeric44 unique values
0 missing
att_3615numeric44 unique values
0 missing
att_3871numeric44 unique values
0 missing
att_4127numeric44 unique values
0 missing
att_4383numeric44 unique values
0 missing
att_4639numeric44 unique values
0 missing
att_4895numeric44 unique values
0 missing
att_5151numeric44 unique values
0 missing
att_5407numeric44 unique values
0 missing
att_5663numeric44 unique values
0 missing
att_5919numeric44 unique values
0 missing
att_6175numeric44 unique values
0 missing
att_6431numeric44 unique values
0 missing
att_6687numeric44 unique values
0 missing
att_6943numeric44 unique values
0 missing
att_32numeric44 unique values
0 missing
att_288numeric44 unique values
0 missing
att_544numeric44 unique values
0 missing
att_800numeric44 unique values
0 missing
att_1056numeric44 unique values
0 missing
att_1312numeric44 unique values
0 missing
att_1568numeric44 unique values
0 missing
att_1824numeric44 unique values
0 missing
att_2080numeric44 unique values
0 missing
att_2336numeric44 unique values
0 missing
att_2592numeric44 unique values
0 missing
att_2848numeric44 unique values
0 missing
att_3104numeric44 unique values
0 missing
att_3360numeric44 unique values
0 missing
att_3616numeric44 unique values
0 missing
att_3872numeric44 unique values
0 missing
att_4128numeric44 unique values
0 missing
att_4384numeric44 unique values
0 missing
att_4640numeric44 unique values
0 missing
att_4896numeric44 unique values
0 missing
att_5152numeric44 unique values
0 missing
att_5408numeric44 unique values
0 missing
att_5664numeric44 unique values
0 missing
att_5920numeric44 unique values
0 missing
att_6176numeric44 unique values
0 missing
att_6432numeric44 unique values
0 missing
att_6688numeric44 unique values
0 missing
att_6944numeric44 unique values
0 missing
att_33numeric44 unique values
0 missing
att_289numeric44 unique values
0 missing
att_545numeric44 unique values
0 missing
att_801numeric44 unique values
0 missing
att_1057numeric44 unique values
0 missing
att_1313numeric44 unique values
0 missing
att_1569numeric44 unique values
0 missing
att_1825numeric44 unique values
0 missing
att_2081numeric44 unique values
0 missing
att_2337numeric44 unique values
0 missing
att_2593numeric44 unique values
0 missing
att_2849numeric44 unique values
0 missing
att_3105numeric44 unique values
0 missing
att_3361numeric44 unique values
0 missing
att_3617numeric44 unique values
0 missing
att_3873numeric44 unique values
0 missing
att_4129numeric44 unique values
0 missing
att_4385numeric44 unique values
0 missing
att_4641numeric44 unique values
0 missing
att_4897numeric44 unique values
0 missing
att_5153numeric44 unique values
0 missing
att_5409numeric44 unique values
0 missing
att_5665numeric44 unique values
0 missing
att_5921numeric44 unique values
0 missing
att_6177numeric44 unique values
0 missing
att_6433numeric44 unique values
0 missing
att_6689numeric44 unique values
0 missing
att_6945numeric44 unique values
0 missing
att_34numeric44 unique values
0 missing
att_290numeric44 unique values
0 missing
att_546numeric44 unique values
0 missing
att_802numeric44 unique values
0 missing
att_1058numeric44 unique values
0 missing
att_1314numeric44 unique values
0 missing
att_1570numeric44 unique values
0 missing
att_1826numeric44 unique values
0 missing
att_2082numeric44 unique values
0 missing
att_2338numeric44 unique values
0 missing
att_2594numeric44 unique values
0 missing
att_2850numeric44 unique values
0 missing
att_3106numeric44 unique values
0 missing
att_3362numeric44 unique values
0 missing
att_3618numeric44 unique values
0 missing
att_3874numeric44 unique values
0 missing
att_4130numeric44 unique values
0 missing
att_4386numeric44 unique values
0 missing
att_4642numeric44 unique values
0 missing
att_4898numeric44 unique values
0 missing
att_5154numeric44 unique values
0 missing
att_5410numeric44 unique values
0 missing
att_5666numeric44 unique values
0 missing
att_5922numeric44 unique values
0 missing
att_6178numeric44 unique values
0 missing
att_6434numeric44 unique values
0 missing
att_6690numeric44 unique values
0 missing
att_6946numeric44 unique values
0 missing
att_35numeric44 unique values
0 missing
att_291numeric44 unique values
0 missing
att_547numeric44 unique values
0 missing
att_803numeric44 unique values
0 missing
att_1059numeric44 unique values
0 missing
att_1315numeric44 unique values
0 missing
att_1571numeric44 unique values
0 missing
att_1827numeric44 unique values
0 missing
att_2083numeric44 unique values
0 missing
att_2339numeric44 unique values
0 missing
att_2595numeric44 unique values
0 missing
att_2851numeric44 unique values
0 missing
att_3107numeric44 unique values
0 missing
att_3363numeric44 unique values
0 missing
att_3619numeric44 unique values
0 missing
att_3875numeric44 unique values
0 missing
att_4131numeric44 unique values
0 missing
att_4387numeric44 unique values
0 missing
att_4643numeric44 unique values
0 missing
att_4899numeric44 unique values
0 missing
att_5155numeric44 unique values
0 missing
att_5411numeric44 unique values
0 missing
att_5667numeric44 unique values
0 missing
att_5923numeric44 unique values
0 missing
att_6179numeric44 unique values
0 missing
att_6435numeric44 unique values
0 missing
att_6691numeric44 unique values
0 missing
att_6947numeric44 unique values
0 missing
att_36numeric44 unique values
0 missing
att_292numeric44 unique values
0 missing
att_548numeric44 unique values
0 missing
att_804numeric44 unique values
0 missing
att_1060numeric44 unique values
0 missing
att_1316numeric44 unique values
0 missing
att_1572numeric44 unique values
0 missing
att_1828numeric44 unique values
0 missing
att_2084numeric44 unique values
0 missing
att_2340numeric44 unique values
0 missing
att_2596numeric44 unique values
0 missing
att_2852numeric44 unique values
0 missing
att_3108numeric44 unique values
0 missing
att_3364numeric44 unique values
0 missing
att_3620numeric44 unique values
0 missing
att_3876numeric44 unique values
0 missing
att_4132numeric44 unique values
0 missing
att_4388numeric44 unique values
0 missing
att_4644numeric44 unique values
0 missing

19 properties

86
Number of instances (rows) of the dataset.
7130
Number of attributes (columns) of the dataset.
2
Number of distinct values of the target attribute (if it is nominal).
0
Number of missing values in the dataset.
0
Number of instances with at least one value missing.
7130
Number of numeric attributes.
0
Number of nominal attributes.
0
Percentage of binary attributes.
0
Percentage of instances having missing values.
0.98
Average class difference between consecutive instances.
0
Percentage of missing values.
82.91
Number of attributes divided by the number of instances.
100
Percentage of numeric attributes.
52.33
Percentage of instances belonging to the most frequent class.
0
Percentage of nominal attributes.
45
Number of instances belonging to the most frequent class.
47.67
Percentage of instances belonging to the least frequent class.
41
Number of instances belonging to the least frequent class.
0
Number of binary attributes.

4 tasks

0 runs - estimation_procedure: 10 times 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class
0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class
Define a new task