Created
December 27, 2018 00:58
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def find_better_split(self, var_idx): | |
x,y = self.x.values[self.idxs,var_idx], self.y[self.idxs] | |
for i in range(self.n): | |
lhs = x<=x[i] | |
rhs = x>x[i] | |
if rhs.sum()<self.min_leaf or lhs.sum()<self.min_leaf: continue | |
lhs_std = y[lhs].std() | |
rhs_std = y[rhs].std() | |
curr_score = lhs_std*lhs.sum() + rhs_std*rhs.sum() | |
if curr_score<self.score: | |
self.var_idx,self.score,self.split = var_idx,curr_score,x[i] |
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