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Epsilon

Epsilon

active ARFF Publicly available Visibility: public Uploaded 15-06-2023 by Shelby Padilla
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Data from the PASCAL Challenge 2008 as available on the LibSVM repository ## Description Notes by the LibSVM dataset website Preprocessing: The raw data set (epsilon_train) is instance-wisely scaled to unit length and split into two parts: 4/5 for training and 1/5 for testing. The training part is feature-wisely normalized to mean zero and variance one and then instance-wisely scaled to unit length. Using the scaling factors of the training part, the testing part is processed in a similar way. These train and testing data sets are used in [GXY11a]. [GXY11a] Guo-Xun Yuan, Chia-Hua Ho, and Chih-Jen Lin. An improved GLMNET for l1-regularized logistic regression. Journal of Machine Learning Research, 13:1999-2030, 2012. Notes by Uploader to OpenML * This dataset contains both the train and test split.

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Show first 100 features

19 properties

NumberOfInstances
500000
Number of instances (rows) of the dataset.
NumberOfFeatures
2001
Number of attributes (columns) of the dataset.
NumberOfClasses
2
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
2000
Number of numeric attributes.
NumberOfSymbolicFeatures
1
Number of nominal attributes.
PercentageOfSymbolicFeatures
0.05
Percentage of nominal attributes.
AutoCorrelation
0.5
Average class difference between consecutive instances.
PercentageOfNumericFeatures
99.95
Percentage of numeric attributes.
PercentageOfMissingValues
0
Percentage of missing values.
PercentageOfInstancesWithMissingValues
0
Percentage of instances having missing values.
PercentageOfBinaryFeatures
0.05
Percentage of binary attributes.
NumberOfBinaryFeatures
1
Number of binary attributes.
MinorityClassSize
249778
Number of instances belonging to the least frequent class.
MinorityClassPercentage
49.96
Percentage of instances belonging to the least frequent class.
MajorityClassSize
250222
Number of instances belonging to the most frequent class.
MajorityClassPercentage
50.04
Percentage of instances belonging to the most frequent class.
Dimensionality
0
Number of attributes divided by the number of instances.
Show all 19 properties

1 tasks

Supervised Classification on Epsilon
0 runs - estimation_procedure: 4-fold Crossvalidation - target_feature: class
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