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Implement ID3, C4.5, CART decision trees with pre-pruning and post-pruning. Implement two ways to visualize the tree. Reproduce fig 4.5-4.8 in 周志华《机器学习》(西瓜书).

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ChromatinRemodeling/DecisionTree

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Hand-written Decision Tree

Achievement:

  • 重复了周志华《机器学习》(西瓜书)的 Fig 4.5-4.8
  • ID3, CART, C4.5
  • pre-pruning, post-pruning
  • Pretty_print and mermaid representation of the tree

To-do list:

  • 对付缺失值

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Implement ID3, C4.5, CART decision trees with pre-pruning and post-pruning. Implement two ways to visualize the tree. Reproduce fig 4.5-4.8 in 周志华《机器学习》(西瓜书).

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