From: SDPSO: Spark Distributed PSO-based approach for feature selection and cancer disease prognosis
Datasets | Breast cancer | Colon cancer | Leukemia | Lung cancer | GE cancer | |||||
---|---|---|---|---|---|---|---|---|---|---|
Methods | Entropy | Purity | Entropy | Purity | Entropy | Purity | Entropy | Purity | Entropy | Purity |
k-means | 0.32 | 0.74 | 0.24 | 0.79 | 0.12 | 0.86 | 0.15 | 0.89 | 0.34 | 0.69 |
GA | 0.15 | 0.82 | 0.18 | 0.84 | 0.29 | 0.69 | 0.11 | 0.88 | 0.38 | 0.61 |
DBSCAN | 0.09 | 0.92 | 0.16 | 0.79 | 0.12 | 0.88 | 0.21 | 0.77 | 0.35 | 0.71 |
Hybrid PSO-GA | 0.10 | 0.89 | 0.21 | 0.88 | 0.16 | 0.86 | 0.10 | 0.92 | 0.34 | 0.71 |
SDPSO | 0.06 | 0.97 | 0.25 | 0.85 | 0.13 | 0.91 | 0.08 | 0.95 | 0.30 | 0.73 |