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scene

active ARFF Publicly available Visibility: public Uploaded 03-04-2019 by Rodriguez
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  • 2019_multioutput_paper_benchmark_data
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Multi-label dataset. The scene dataset is an image classification task where labels like Beach, Mountain, Field, Urban are assigned to each image.

300 features

Beach (target)nominal2 unique values
0 missing
Sunset (target)nominal2 unique values
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FallFoliage (target)nominal2 unique values
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Field (target)nominal2 unique values
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Mountain (target)nominal2 unique values
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Urban (target)nominal2 unique values
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Att1numeric2349 unique values
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Att2numeric2346 unique values
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Show first 100 features

62 properties

NumberOfInstances
2407
Number of instances (rows) of the dataset.
NumberOfFeatures
300
Number of attributes (columns) of the dataset.
NumberOfClasses
Number of distinct values of the target attribute (if it is nominal).
NumberOfMissingValues
0
Number of missing values in the dataset.
NumberOfInstancesWithMissingValues
0
Number of instances with at least one value missing.
NumberOfNumericFeatures
294
Number of numeric attributes.
NumberOfSymbolicFeatures
6
Number of nominal attributes.
Quartile1MutualInformation
First quartile of mutual information between the nominal attributes and the target attribute.
PercentageOfBinaryFeatures
2
Percentage of binary attributes.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
PercentageOfMissingValues
0
Percentage of missing values.
PercentageOfNumericFeatures
98
Percentage of numeric attributes.
PercentageOfSymbolicFeatures
2
Percentage of nominal attributes.
Quartile1AttributeEntropy
First quartile of entropy among attributes.
Quartile1KurtosisOfNumericAtts
0.26
First quartile of kurtosis among attributes of the numeric type.
Quartile1MeansOfNumericAtts
0.13
First quartile of means among attributes of the numeric type.
StdvNominalAttDistinctValues
0
Standard deviation of the number of distinct values among attributes of the nominal type.
Quartile1SkewnessOfNumericAtts
0.05
First quartile of skewness among attributes of the numeric type.
Quartile1StdDevOfNumericAtts
0.16
First quartile of standard deviation of attributes of the numeric type.
Quartile2AttributeEntropy
Second quartile (Median) of entropy among attributes.
Quartile2KurtosisOfNumericAtts
2.39
Second quartile (Median) of kurtosis among attributes of the numeric type.
Quartile2MeansOfNumericAtts
0.27
Second quartile (Median) of means among attributes of the numeric type.
Quartile2MutualInformation
Second quartile (Median) of mutual information between the nominal attributes and the target attribute.
Quartile2SkewnessOfNumericAtts
1.34
Second quartile (Median) of skewness among attributes of the numeric type.
Quartile2StdDevOfNumericAtts
0.19
Second quartile (Median) of standard deviation of attributes of the numeric type.
Quartile3AttributeEntropy
Third quartile of entropy among attributes.
Quartile3KurtosisOfNumericAtts
6.96
Third quartile of kurtosis among attributes of the numeric type.
Quartile3MeansOfNumericAtts
0.51
Third quartile of means among attributes of the numeric type.
Quartile3MutualInformation
Third quartile of mutual information between the nominal attributes and the target attribute.
Quartile3SkewnessOfNumericAtts
2.45
Third quartile of skewness among attributes of the numeric type.
Quartile3StdDevOfNumericAtts
0.21
Third quartile of standard deviation of attributes of the numeric type.
AutoCorrelation
Average class difference between consecutive instances.
MeanMeansOfNumericAtts
0.31
Mean of means among attributes of the numeric type.
ClassEntropy
Entropy of the target attribute values.
Dimensionality
0.12
Number of attributes divided by the number of instances.
EquivalentNumberOfAtts
Number of attributes needed to optimally describe the class (under the assumption of independence among attributes). Equals ClassEntropy divided by MeanMutualInformation.
MajorityClassPercentage
Percentage of instances belonging to the most frequent class.
MajorityClassSize
Number of instances belonging to the most frequent class.
MaxAttributeEntropy
Maximum entropy among attributes.
MaxKurtosisOfNumericAtts
76.68
Maximum kurtosis among attributes of the numeric type.
MaxMeansOfNumericAtts
0.72
Maximum of means among attributes of the numeric type.
MaxMutualInformation
Maximum mutual information between the nominal attributes and the target attribute.
MaxNominalAttDistinctValues
2
The maximum number of distinct values among attributes of the nominal type.
MaxSkewnessOfNumericAtts
7.31
Maximum skewness among attributes of the numeric type.
MaxStdDevOfNumericAtts
0.26
Maximum standard deviation of attributes of the numeric type.
MeanAttributeEntropy
Average entropy of the attributes.
MeanKurtosisOfNumericAtts
8.19
Mean kurtosis among attributes of the numeric type.
NumberOfBinaryFeatures
6
Number of binary attributes.
MeanMutualInformation
Average mutual information between the nominal attributes and the target attribute.
MeanNoiseToSignalRatio
An estimate of the amount of irrelevant information in the attributes regarding the class. Equals (MeanAttributeEntropy - MeanMutualInformation) divided by MeanMutualInformation.
MeanNominalAttDistinctValues
2
Average number of distinct values among the attributes of the nominal type.
MeanSkewnessOfNumericAtts
1.69
Mean skewness among attributes of the numeric type.
MeanStdDevOfNumericAtts
0.18
Mean standard deviation of attributes of the numeric type.
MinAttributeEntropy
Minimal entropy among attributes.
MinKurtosisOfNumericAtts
-0.75
Minimum kurtosis among attributes of the numeric type.
MinMeansOfNumericAtts
0.03
Minimum of means among attributes of the numeric type.
MinMutualInformation
Minimal mutual information between the nominal attributes and the target attribute.
MinNominalAttDistinctValues
2
The minimal number of distinct values among attributes of the nominal type.
MinSkewnessOfNumericAtts
-0.85
Minimum skewness among attributes of the numeric type.
MinStdDevOfNumericAtts
0.07
Minimum standard deviation of attributes of the numeric type.
MinorityClassPercentage
Percentage of instances belonging to the least frequent class.
MinorityClassSize
Number of instances belonging to the least frequent class.
Show all 62 properties

9 tasks

Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
Clustering on scene
0 runs - estimation_procedure: 50 times Clustering
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