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. 2020 Dec 10;11:603808. doi: 10.3389/fgene.2020.603808

TABLE 13.

Performance analysis on Leukemia dataset.

Category Literature Performance Analysis Type pf Metric Used Selected No. of Genes
Supervised Feature Selection Gangeh et al., 2017 98.61% Accuracy 1000
Wang A. et al., 2017 95.5% Accuracy 4
Alshamlan et al., 2015 100% LOOCV 200
Liao et al., 2014 97.79% Accuracy -
Shukla et al., 2018 94.34% Accuracy 13
Ghosh et al., 2019a 100% Accuracy 12
Seijo-Pardo et al., 2016 14.71 Error Rate 5
Xu et al., 2014 99% 10-Fold CV 15
Boucheham et al., 2015 100% Accuracy 25
94.1% Accuracy 15
Ghosh et al., 2019b 96.1% 5-Fold CV 5
Unsupervised Gene Selection Tabakhi et al., 2015 23.07 Error Rate 20
Manbari et al., 2019 94.8% FMeasure 40
Jain et al., 2018 97.2% Accuracy 3
Semi-Supervised Gene Selection Elghazel and Aussem, 2015 95% Accuracy 150
Chakraborty and Maulik, 2014 98% Accuracy 20