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論文;Neural Networks are Decision Trees (2022)

Posted at

TITLE

Neural Networks are Decision Trees

AUTHOR

Caglar Aytekin (AI Lead, AAC Technologies)
AAC Technologies...香港の企業らしい

MOTIVATION

Neural NetworkってBlack boxで困ることあるやん?
Decision Treeと等価なら置き換えて解釈性上げられるやん?
DTに置き換えられるならおまけで計算も効率的にできるかもね?

METHOD

Neural Networkを定式化して、Decision Treeとの等価性を示す
等価変換のアルゴリズム(プロセス)を定式化

Insight

単純に置き換えると冗長になるよ、でも単純化すればいいよ

Contribution

定式化して、例も交えてNNがDTで置き換えられることを示したよ
Black boxの解消につかえるかもね
計算も効率的にできるはずだよ

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