Table 3

Performance comparison on microarray data sets
Dataset Features Samples Classes Source CV Acc.r(%) Acc.(%) SPICE(%)
Leukemia 7129 72 2 [60] 10-fold 91.2 97.14 [67] 98.6
Colon cancer 2000 62 2 [68] 2:1 RP 87.14 87 [69] 89
B-cell lymphoma 4026 96 2 [70] 5:3 RP 92.1 93.55 [71] 94.7
Prostate 6033 102 2 [60] 10-fold 73.5 87 [72] 93.1
Lymphoma_3class 4026 62 3 [68] 2:1 RP 99.05 97.36 [73] 100
SRBCT 2308 63 4 [68] 2:1 RP 98.7 98.7 [69] 98.7
CNS 74 60 2 [60] 10-fold 88.3 75 [74] 96.7
Prostate outcome 208 21 2 [60] 10-fold 85.7 90 [75] 100

Notes: *: Discretized data; CV: Cross-validation; RP: Random partition; r: Accuracy from source reference; : Accuracy reported in a recent literature.

Chen et al.

Chen et al. BMC Systems Biology 2012 6:40   doi:10.1186/1752-0509-6-40

Open Data