Table 3 One-way ANOVA statistical analysis results (FS: Feature selection)
From: Comparative analysis of regression algorithms for drug response prediction using GDSC dataset
Algorithm | Best FS | ANOVA (F_statistic) | ANOVA (P-value) |
|---|---|---|---|
CNN | RAW | 13.38421269 | 1.25E-10 |
ADA | _ | 0.726724149 | 0.575 |
DTR | _ | 0.701805603 | 0.591 |
Elastic Net | RAW | 35.58685083 | 7.99E-28 |
GBR | _ | 0.993721905 | 0.41 |
XGBR | _ | 0.932523202 | 0.444 |
GPR | RAW | 68.72096921 | 2.00E-51 |
KNN | L1000 | 3.052226854 | 0.016 |
LASSO | L1000 | 5.377362062 | 0.00028 |
LGBM | _ | 0.764109533 | 0.549 |
MLP | L1000 | 101.6711437 | 1.16E-72 |
RFR | _ | 1.738450171 | 0.139 |
RIDGE | RAW | 66.57878169 | 5.69E-50 |
SVR | L1000 | 6.049124373 | 8.24E-05 |