Table 20 Mispredictions rate and fit statistics for selected models
Model | Mispredictions rate under a 50% cutoff probability | Fit statistics | ||
|---|---|---|---|---|
In the set of non-O-glycosylated sequences (Y=0), the percentage of those that have estimated probabilities of O-glycosylation greater than 50% (\( \hat{\mathrm{Y}}>0.5\Big) \) | In the set of O-glycosylated sequences (Y=1), the percentage of those that have estimated probabilities of O-glycosylation less than or equal to 50% (\( \hat{\mathrm{Y}}\le 0.5\Big) \) | KS | Brier Score | |
Ordinary LS estimated LPM in Table 15 | 0.37 | 0.61 | 99.1% | 0.009 |
RR estimated LPM (used for estimating the weights for the WLS estimated LPM in Table 11) | 0.28 | 7.90 | 96.7% | 0.084 |
LPM in Table 11 | 0.28 | 0.61 | 99.2% | 0.009 |
LPLM with ρ = 0.82 in Table 19 | 0.83 | 3.55 | 96.6% | 0.019 |