Table 8 Kappa statistics for training data sets for various Autoweka/Weka feature selection settings.
Therapy | No filter | cfs-best | cfs-greedy | Corr-ranker | Gain-ranker | j48-ranker | j48-greedy | CVN (lh) |
|---|---|---|---|---|---|---|---|---|
Yesnoyes | 0.30 (rf) | 0.52 (mp) | 0.52 (mp) | 0.23 (lo) | 0.38 (smo) | 0.33 (lwl) | 0.58 (mp) | 0.52 (2) |
Nonoyes | 0.35 (sl) | 0.34 (nb) | 0.15 (rf) | 0.22 (smo) | 0.16 (lwl) | 0.35 (bn) | 0.15 (rf) | 0.58 (2) |
Nonono | 0.09 (rf) | 0.64 (bn) | 0.5 (smo) | 0.35 (ibk) | 0.35 (nb) | 0.35 (nb) | 0.50 (rf) | 0.44 (4) |
Yesnono | 0.7 (rf) | 0.53 (sgd) | 0.69 (rf) | 0.39 (lo) | 0.56 (rf) | 0.56 (rf) | 0.7 (rf) | 0.53 (1) |
Yesyesno | − 0.09 (dt) | 0.36 (rc) | 0.05 (nb) | 0.22 (lwl) | 0.10 (lwl) | 0.0 (ab) | 0.05 (nb) | 0.48 (m) |
Yesyesyes | − 0.07 (nbm) | − 0.07 (ibk) | − 0.01 (ibk) | 0.19 (smo) | 0.14 (lwl) | 0.26 (rss) | − 0.07 (ibk) | 0.51 (3) |
Noyesno | − 0.26 (rf) | − 0.03 (mp) | − 0.03 (mp) | 0.11 (mp) | − 0.26 (smo) | − 0.22 (mp) | − 0.03 (mp) | 0.41 (2) |
Noyesyes (*) | 0.0 (rpt) | − 0.53 (rf) | − 0.53 (rf) | 0.13 (rf) | 0.17 (rf) | 0.23 (rf) | − 0.54 (rf) | 0.60 (m) |
