Slide 70
Slide 70 text
KernelRidge(kernel='rbf', alpha=0.05, gamma=0.1)
KernelRidge(kernel='rbf', alpha=1e-4, gamma=0.1)
KernelRidge(kernel='rbf', alpha=1e-4, gamma=2.0)
Evidence-based behavior for out-of-sample area
For out-of-sample area, we cannot say anything confident without any assumptions
by inductive biases
(continuity)
But this can be not
necessarily continuous
(selectivity cliffs,
activity cliffs, etc)
ExtraTreesRegressor(n_estimators=50)
DecisionTreeRegressor()
conservative and
safer prediction
at least, grounded by
some given data