Table 1 Summary of datasets used in experiments (sorted by the no. of subjects in ascending order)
From: A robust data scaling algorithm to improve classification accuracies in biomedical data
Dataset | No. of subjects (pos/neg) | Var. type | No. of var. | Task |
|---|---|---|---|---|
GSE 27899IL [15] | 10/10 | DNA methylation | 27578 | diagnose ulcerative colitis |
Prostate cancer [16] | 14/9 | microarray gene expression | 15009 | diagnose prostate cancer |
Colon cancer [16] | 15/11 | microarray gene expression | 15009 | diagnose colon cancer |
Lung cancer [16] | 20/7 | microarray gene expression | 15009 | diagnose lung cancer |
Breast cancer [16] | 17/15 | microarray gene expression | 15009 | diagnose breast cancer |
Leukemia [17] | 11/27 | microarray gene expression | 7129 | diagnose leukemia |
GSE 29490 [18] | 20/7 | DNA methylation | 26916 | diagnose colorectal carchinoma |
GSE 25869 [19] | 14/9 | DNA methylation | 27570 | diagnose gastric cancer |
Breast tissue [20] | 21/85 | impedance measurements | 9 | diagnose breast tumor |
LSVT [21] | 42/84 | wavelet and frequency based measurements | 310 | assessment of treatments in Parkinson |
DLBCL [22] | 88/72 | microarray gene expression | 715 | diagnose DLBCL |
Myeloma [23] | 137/36 | microarray gene expression | 12625 | diagnose bone lesions |
Parkinsons [24] | 147/48 | vocal based measurements | 22 | diagnose Parkinson disease |
Wdbc [25] | 212/357 | nuclear feature from image | 30 | diagnose breast tumor |
Indian liver [26] | 414/165 | biochemistry based measurements | 9 | diagnose liver disease |
Pima Indians diabetes [27] | 268/500 | clinical measurements | 8 | diagnose diabetes |