Table 1 Description of the datasets and positive-unlabeled settings evaluated
Datasets | #Instance | #Attributes | #True negative (%) | #Known positive (%) | |
|---|---|---|---|---|---|
a | Synthetic (ClassSep = 2) | 200 | 200 | 100 (50) | 40 (20) |
60 (30) | |||||
20 (10) | |||||
b | Synthetic (ClassSep = 1) | 200 | 200 | 100 (50) | 40 (20) |
60 (30) | |||||
20 (10) | |||||
c | Synthetic (ClassSep = 0) | 200 | 200 | 100 (50) | 40 (20) |
60 (30) | |||||
20 (10) | |||||
d | Wisconsin Diagnostic Breast Cancer (WDBC) https://doiorg.publicaciones.saludcastillayleon.es/10.24432/C5DW2B | 400 | 32 | 200 (50) | 80 (20) |
120 (30) | |||||
43 (10.8%) | |||||
569 | 32 | (212) 37.3 | 25 (4.40) | ||
50 (8.79) | |||||
75 (13.2) | |||||
100 (17.6) | |||||
e | TCGA-BRCA/LUAD dbGaP Study Accession: phs000178 https://portal.gdc.cancer.gov/projects/TCGA-LUAD | 441 | 20,531 | 141 (32.0) | 25 (5.67) |
50 (11.3) | |||||
75 (17.0) | |||||
100 (22.7) | |||||
f | Lakhashe study dataset | 108 | 195 | 36 (33.3) | 10 (9.30) |
20 (18.5) | |||||
30 (27.8) | |||||
40 (37.0) | |||||
g | Synthetic (ClassSep = 1) | 100 | 200 | 30(30.0) | 20 (20) |
40 (40) |