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STAB: Alternative features

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Alinson S. Xavier
2020-04-22 16:30:08 -05:00
parent 07aabd6897
commit 696d66eba9
1 changed files with 16 additions and 5 deletions
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19
src/python/miplearn/problems/stab.py
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@@ -112,10 +112,21 @@ class MaxWeightStableSetInstance(Instance):
return model return model
def get_instance_features(self): def get_instance_features(self):
return np.array(self.weights)
def get_variable_features(self, var, index):
return np.ones(0) return np.ones(0)
def get_variable_features(self, var, index):
neighbor_weights = [0] * 15
neighbor_degrees = [100] * 15
for n in self.graph.neighbors(index):
neighbor_weights += [self.weights[n] / self.weights[index]]
neighbor_degrees += [self.graph.degree(n) / self.graph.degree(index)]
neighbor_weights.sort(reverse=True)
neighbor_degrees.sort()
features = []
features += neighbor_weights[:5]
features += neighbor_degrees[:5]
features += [self.graph.degree(index)]
return np.array(features)
def get_variable_category(self, var, index): def get_variable_category(self, var, index):
return index return "default"