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Papers Benchmarks Datasets Tasks

Feature Selection research benchmarks – Page 4 · SOTA2 Research

Feature Selection

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

100TPR

6

Feb 26, 2026

1.791MSE

5

May 12, 2026

Synthetic Design Spiked, m=500, n=500 (test)

2.6FDR

5

Feb 26, 2026

Synthetic Design t(3), m=500, n=500 (test)

1.7FDR

5

Feb 26, 2026

Synthetic Design N(0,1), m=500, n=500 (test)

0.019FDR

5

Feb 26, 2026

Synthetic Dataset Design Spiked, m=1000, n=500

0.047FDR

5

Feb 26, 2026

Synthetic Dataset Design t(3), m=1000, n=500

4FDR

5

Feb 26, 2026

Synthetic Dataset Design N(0,1), m=1000, n=500

0.06FDR

5

Feb 26, 2026

Gaussian mixture n=2000 p=100

0.081FDR Mean

5

Feb 26, 2026

Gaussian mixture p=100 (n=200)

0.116FDR Mean

5

Feb 26, 2026

59Feature Count

4

Feb 26, 2026

120 evaluation settings (aggregate)

93Win Count

3

Jun 2, 2026

Self-Constructed Dataset

10Number of Selected Features

3

May 12, 2026

Self-Constructed Dataset with multicollinearity Features

3Time (m/s)

3

May 12, 2026

Simulated GWAS 50,000 SNPs 25 Significant SNPs Low LD Sample size 50

15True Positives

3

Feb 26, 2026

Simulated GWAS (50,000 SNPs, 25 Significant SNPs, Mixed LD, Sample size 50)

16TP Count

3

Feb 26, 2026

Simulated GWAS 50,000 SNPs 25 Significant SNPs High LD (Sample size 50)

19Correct Identifications Count

3

Feb 26, 2026

Simulated GWAS 50,000 SNPs 25 Significant SNPs Low LD Sample size 150

25Correct Identifications

3

Feb 26, 2026

Simulated GWAS 50,000 SNPs 25 Significant SNPs Mixed LD Sample size 150

24Correctly Identified SNPs

3

Feb 26, 2026

Simulated GWAS 50,000 SNPs 25 Significant SNPs High LD Sample size 150

25True Positives

3

Feb 26, 2026

Page 4 of 4

Popular datasets

Synthetic Simulated GWAS Synthetic dataset CH GE

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