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gbdt

GBDT:Gradient Boosting Decision Tree implemented by golang.

#Characteristic Concurrency:Implementing local cocurrent with goroutine when building single tree at each iteration.
Support missing feature value.Every node in the tree has a child named "UNKNOWN VALUE".So every tree is the ternary tree

#Data format 1 1 0:1.1446 1:2 2:35 3:0 4:206.0 ....
weight label featureid:feature_value....

#Parameter All gbdt parameter define in config.go.

Number_of_feature:Feature dimensions.eg:In example/train.data,there are 17 different features.

Max_depth:The maximal depth of the tree.

Tree_count:Tree count ,namely iteration numbers.

Shrinkage:Step size.

Feature_sampling_ratio:Feature sample ratio for build tree.

Data_sampling_ratio:Data sample ration for build tree.

Min_leaf_size:Minimal number of samples in leaf.

Losstype :Loss function type,eg least square,log likehood

Debug :Print some debug info.

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GBDT:Gradient Boosting Decision Tree implemented by golang

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