Research Article

Evolutionary Approach for Relative Gene Expression Algorithms

Table 2

Comparison of top-scoring algorithms, including accuracy with its standard deviation and the number of unique genes that build classifier’s model.

Datasets TSP TST -TSP EvoTSP
Accuracy Accuracy Accuracy Size Accuracy Size

GDS2771 57.2 ± 2.4 61.9 ± 2.8 62.9 ± 3.3 10 65.6 ± 2.0 4.0
GSE10072 88.7 ± 2.6 89.4 ± 2.1 90.1 ± 2.5 6 96.5 ± 1.3 2.1
GSE17920 64.9 ± 3.5 63.7 ± 4.7 67.2 ± 3.2 10 78.1 ± 2.6 2.8
GSE19804 93.5 ± 1.7 92.8 ± 1.5 94.1 ± 1.6 10 96.2 ± 1.1 2.1
GSE25837 56.0 ± 4.0 60.5 ± 5.1 58.4 ± 4.0 14 66.9 ± 5.6 3.1
GSE27272 47.3 ± 4.8 50.1 ± 3.8 56.2 ± 2.2 18 66.2 ± 1.1 2.7
GSE3365 81.9 ± 2.6 84.2 ± 2.7 87.2 ± 2.1 14 86.1 ± 2.8 4.1
GSE6613 49.5 ± 3.5 51.7 ± 2.8 55.8 ± 5.3 10 53.6 ± 5.4 6.1

Average 67.4 ± 3.3 69.3 ± 3.2 71.5 ± 3.0 11.5 76.2 ± 2.7 3.4