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---
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### tree tranversals
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### breath-first search
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* similar to pre-order, but work with queue (level order problem)
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<br>
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* **breath-first search**:
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- similar to pre-order, but work with queue (level order problem)
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* **depth-first search**:
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* if the depth of the tree is too large, stack overflow might happen, therefore iterative solutions might be better.
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* work with stacks
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* **in-order**:
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* left -> node -> right
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* **pre-order**
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* node -> left -> right
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* top-down (parameters are passed down to children).
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* **post-order**
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* left -> right -> node
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* bottom-up solution (if you know the answer of the children, can you concatenate the answer of the nodes?):
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- deletion process is always post-order: when you delete a node, you will delete its left child and its right child before you delete the node itself.
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- also, post-order is used in mathematical expressions as it's easier to write a program to parse a post-order expression. using a stack, each time when you meet a operator, you can just pop 2 elements from the stack, calculate the result and push the result back into the stack.
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---
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### depth-first search
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* if the depth of the tree is too large, stack overflow might happen, therefore iterative solutions might be better.
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* work with stacks
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<br>
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#### in-order
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- left -> node -> right
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```python
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def inorder(self, root):
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if root is None:
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return []
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return inorder(root.left) + [root.val] + inorder(root.right)
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````
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<br>
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#### pre-order
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- node -> left -> right
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```python
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def preorder(self, root):
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if root is None:
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return []
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return [root.val] + preorder(root.left) + preorder(root.right)
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````
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- top-down (parameters are passed down to children).
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<br>
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#### post-order
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- left -> right -> node
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```python
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def postorder(self, root):
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if root is None:
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return []
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return postorder(root.left) + postorder(root.right) + [root.val]
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````
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- bottom-up solution (if you know the answer of the children, can you concatenate the answer of the nodes?):
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- deletion process is always post-order: when you delete a node, you will delete its left child and its right child before you delete the node itself.
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- also, post-order is used in mathematical expressions as it's easier to write a program to parse a post-order expression. using a stack, each time when you meet a operator, you can just pop 2 elements from the stack, calculate the result and push the result back into the stack.
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<br>
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