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convex

in_preparation ARFF Public Domain (CC0) Visibility: public Uploaded 22-03-2018 by Silvia Nunes
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Recognition of convex sets, from http://www.iro.umontreal.ca/~lisa/twiki/bin/view.cgi/Public/ConvexNonConvex

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a727	numeric	2 unique values 0 missing
a216	numeric	2 unique values 0 missing
a472	numeric	2 unique values 0 missing
a728	numeric	2 unique values 0 missing
a217	numeric	2 unique values 0 missing
a473	numeric	2 unique values 0 missing
a729	numeric	2 unique values 0 missing
a218	numeric	2 unique values 0 missing
a474	numeric	2 unique values 0 missing
a730	numeric	2 unique values 0 missing
a219	numeric	2 unique values 0 missing
a475	numeric	2 unique values 0 missing
a731	numeric	2 unique values 0 missing
a220	numeric	2 unique values 0 missing
a476	numeric	2 unique values 0 missing
a732	numeric	2 unique values 0 missing
a221	numeric	2 unique values 0 missing
a477	numeric	2 unique values 0 missing
a733	numeric	2 unique values 0 missing
a222	numeric	2 unique values 0 missing
a478	numeric	2 unique values 0 missing
a734	numeric	2 unique values 0 missing
a223	numeric	2 unique values 0 missing
a479	numeric	2 unique values 0 missing
a735	numeric	2 unique values 0 missing
a224	numeric	2 unique values 0 missing
a480	numeric	2 unique values 0 missing
a736	numeric	2 unique values 0 missing
a225	numeric	2 unique values 0 missing
a481	numeric	2 unique values 0 missing
a737	numeric	2 unique values 0 missing
a226	numeric	2 unique values 0 missing
a482	numeric	2 unique values 0 missing
a738	numeric	2 unique values 0 missing
a227	numeric	2 unique values 0 missing
a483	numeric	2 unique values 0 missing
a739	numeric	2 unique values 0 missing
a228	numeric	2 unique values 0 missing
a484	numeric	2 unique values 0 missing
a740	numeric	2 unique values 0 missing
a229	numeric	2 unique values 0 missing
a485	numeric	2 unique values 0 missing
a741	numeric	2 unique values 0 missing
a230	numeric	2 unique values 0 missing
a486	numeric	2 unique values 0 missing
a742	numeric	2 unique values 0 missing
a231	numeric	2 unique values 0 missing
a487	numeric	2 unique values 0 missing
a743	numeric	2 unique values 0 missing
a232	numeric	2 unique values 0 missing
a488	numeric	2 unique values 0 missing
a744	numeric	2 unique values 0 missing
a233	numeric	2 unique values 0 missing
a489	numeric	2 unique values 0 missing
a745	numeric	2 unique values 0 missing
a234	numeric	2 unique values 0 missing
a490	numeric	2 unique values 0 missing
a746	numeric	2 unique values 0 missing
a235	numeric	2 unique values 0 missing
a491	numeric	2 unique values 0 missing
a747	numeric	2 unique values 0 missing
a236	numeric	2 unique values 0 missing
a492	numeric	2 unique values 0 missing
a748	numeric	2 unique values 0 missing
a237	numeric	2 unique values 0 missing
a493	numeric	2 unique values 0 missing
a749	numeric	2 unique values 0 missing
a238	numeric	2 unique values 0 missing
a494	numeric	2 unique values 0 missing
a750	numeric	2 unique values 0 missing
a239	numeric	2 unique values 0 missing
a495	numeric	2 unique values 0 missing
a751	numeric	2 unique values 0 missing
a240	numeric	2 unique values 0 missing
a496	numeric	2 unique values 0 missing
a752	numeric	2 unique values 0 missing
a241	numeric	2 unique values 0 missing
a497	numeric	2 unique values 0 missing
a753	numeric	2 unique values 0 missing
a242	numeric	2 unique values 0 missing
a498	numeric	2 unique values 0 missing
a754	numeric	2 unique values 0 missing
a243	numeric	2 unique values 0 missing
a499	numeric	2 unique values 0 missing
a755	numeric	2 unique values 0 missing
a244	numeric	2 unique values 0 missing
a500	numeric	2 unique values 0 missing
a756	numeric	2 unique values 0 missing
a245	numeric	2 unique values 0 missing
a501	numeric	2 unique values 0 missing
a757	numeric	2 unique values 0 missing
a246	numeric	2 unique values 0 missing
a502	numeric	2 unique values 0 missing
a758	numeric	2 unique values 0 missing
a247	numeric	2 unique values 0 missing
a503	numeric	2 unique values 0 missing
a759	numeric	2 unique values 0 missing
a248	numeric	2 unique values 0 missing
a504	numeric	2 unique values 0 missing
a760	numeric	2 unique values 0 missing
a249	numeric	2 unique values 0 missing
a505	numeric	2 unique values 0 missing
a761	numeric	2 unique values 0 missing
a250	numeric	2 unique values 0 missing
a506	numeric	2 unique values 0 missing
a762	numeric	2 unique values 0 missing
a251	numeric	2 unique values 0 missing
a507	numeric	2 unique values 0 missing
a763	numeric	2 unique values 0 missing
a252	numeric	2 unique values 0 missing
a508	numeric	2 unique values 0 missing
a764	numeric	2 unique values 0 missing
a253	numeric	2 unique values 0 missing
a509	numeric	2 unique values 0 missing
a765	numeric	2 unique values 0 missing
a254	numeric	2 unique values 0 missing
a510	numeric	2 unique values 0 missing
a766	numeric	2 unique values 0 missing
a255	numeric	2 unique values 0 missing
a511	numeric	2 unique values 0 missing
a767	numeric	2 unique values 0 missing

Show first 100 features

62 properties

NumberOfInstances

58000

Number of instances (rows) of the dataset.

NumberOfFeatures

785

Number of attributes (columns) of the dataset.

NumberOfClasses

Number of distinct values of the target attribute (if it is nominal).

NumberOfMissingValues

Number of missing values in the dataset.

NumberOfInstancesWithMissingValues

Number of instances with at least one value missing.

NumberOfNumericFeatures

785

Number of numeric attributes.

NumberOfSymbolicFeatures

Number of nominal attributes.

ClassEntropy

Entropy of the target attribute values.

MeanNoiseToSignalRatio

An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.

Quartile2AttributeEntropy

Second quartile (Median) of entropy among attributes.

Dimensionality

0.01

Number of attributes divided by the number of instances.

MeanNominalAttDistinctValues

Average number of distinct values among the attributes of the nominal type.

Quartile2KurtosisOfNumericAtts

-1.77

Second quartile (Median) of kurtosis among attributes of the numeric type.

EquivalentNumberOfAtts

Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.

MeanSkewnessOfNumericAtts

0.49

Mean skewness among attributes of the numeric type.

Quartile2MeansOfNumericAtts

0.38

Second quartile (Median) of means among attributes of the numeric type.

MajorityClassPercentage

Percentage of instances belonging to the most frequent class.

MeanStdDevOfNumericAtts

0.48

Mean standard deviation of attributes of the numeric type.

Quartile2MutualInformation

Second quartile (Median) of mutual information between the nominal attributes and the target attribute.

MajorityClassSize

Number of instances belonging to the most frequent class.

MinAttributeEntropy

Minimal entropy among attributes.

Quartile2SkewnessOfNumericAtts

0.48

Second quartile (Median) of skewness among attributes of the numeric type.

MaxAttributeEntropy

Maximum entropy among attributes.

MinKurtosisOfNumericAtts

-2

Minimum kurtosis among attributes of the numeric type.

PercentageOfBinaryFeatures

Percentage of binary attributes.

Quartile2StdDevOfNumericAtts

0.49

Second quartile (Median) of standard deviation of attributes of the numeric type.

MaxKurtosisOfNumericAtts

-0.36

Maximum kurtosis among attributes of the numeric type.

MinMeansOfNumericAtts

0.23

Minimum of means among attributes of the numeric type.

PercentageOfInstancesWithMissingValues

Percentage of instances having missing values.

Quartile3AttributeEntropy

Third quartile of entropy among attributes.

MaxMeansOfNumericAtts

0.52

Maximum of means among attributes of the numeric type.

MinMutualInformation

Minimal mutual information between the nominal attributes and the target attribute.

PercentageOfMissingValues

Percentage of missing values.

Quartile3KurtosisOfNumericAtts

-1.42

Third quartile of kurtosis among attributes of the numeric type.

MaxMutualInformation

Maximum mutual information between the nominal attributes and the target attribute.

MinNominalAttDistinctValues

The minimal number of distinct values among attributes of the nominal type.

PercentageOfNumericFeatures

100

Percentage of numeric attributes.

Quartile3MeansOfNumericAtts

0.45

Third quartile of means among attributes of the numeric type.

MaxNominalAttDistinctValues

The maximum number of distinct values among attributes of the nominal type.

MinSkewnessOfNumericAtts

-0.09

Minimum skewness among attributes of the numeric type.

PercentageOfSymbolicFeatures

Percentage of nominal attributes.

Quartile3MutualInformation

Third quartile of mutual information between the nominal attributes and the target attribute.

MaxSkewnessOfNumericAtts

1.28

Maximum skewness among attributes of the numeric type.

MinStdDevOfNumericAtts

0.42

Minimum standard deviation of attributes of the numeric type.

Quartile1AttributeEntropy

First quartile of entropy among attributes.

Quartile3SkewnessOfNumericAtts

0.76

Third quartile of skewness among attributes of the numeric type.

MaxStdDevOfNumericAtts

0.5

Maximum standard deviation of attributes of the numeric type.

MinorityClassPercentage

Percentage of instances belonging to the least frequent class.

Quartile1KurtosisOfNumericAtts

-1.96

First quartile of kurtosis among attributes of the numeric type.

Quartile3StdDevOfNumericAtts

0.5

Third quartile of standard deviation of attributes of the numeric type.

MeanAttributeEntropy

Average entropy of the attributes.

MinorityClassSize

Number of instances belonging to the least frequent class.

Quartile1MeansOfNumericAtts

0.32

First quartile of means among attributes of the numeric type.

StdvNominalAttDistinctValues

Standard deviation of the number of distinct values among attributes of the nominal type.

MeanKurtosisOfNumericAtts

-1.65

Mean kurtosis among attributes of the numeric type.

NumberOfBinaryFeatures

Number of binary attributes.

Quartile1MutualInformation

First quartile of mutual information between the nominal attributes and the target attribute.

MeanMeansOfNumericAtts

0.39

Mean of means among attributes of the numeric type.

Quartile1SkewnessOfNumericAtts

0.2

First quartile of skewness among attributes of the numeric type.

AutoCorrelation

0.93

Average class difference between consecutive instances.

MeanMutualInformation

Average mutual information between the nominal attributes and the target attribute.

Quartile1StdDevOfNumericAtts

0.47

First quartile of standard deviation of attributes of the numeric type.

Show all 62 properties

13 tasks

Supervised Regression on convex

0 runs - estimation_procedure: 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class

Supervised Regression on convex

0 runs - estimation_procedure: Custom 10-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class

Supervised Regression on convex

0 runs - estimation_procedure: Test on Training Data - evaluation_measure: predictive_accuracy - target_feature: class

Supervised Regression on convex

0 runs - estimation_procedure: 5 times 2-fold Crossvalidation - evaluation_measure: predictive_accuracy - target_feature: class

Clustering on convex