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Table 1 Description of the synthetic datasets used in the experiments

From: RGIFE: a ranked guided iterative feature elimination heuristic for the identification of biomarkers

Name

Attributes

Samples

Characteristics

CorrAL [24]

99

32

Corr.; F ≫ S

XOR-100 [24]

99

50

N.L; F ≫ S

Parity3+3 [23]

12

64

NL

Monk3 [25]

6

122

No.

SD1 [26]

4020

75

F ≫ S

SD2 [26]

4040

75

F ≫ S

SD3 [26]

4060

75

F ≫ S

Madelon [27]

500

2400

N.L; No.

  1. Corr. stands for correlation, N.L indicates nonlinearity, F ≫ S is used for datasets where the number of features is higher than the number of samples and No. represents noisy data
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BMC Bioinformatics

ISSN: 1471-2105

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