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Asked: September 24, 20242024-09-24T23:00:58+05:30 2024-09-24T23:00:58+05:30In: AWS

Design a function to determine if a given binary tree is a valid binary search tree (BST). A binary tree is considered a valid BST if for every node, the values of all nodes in its left subtree are less than the value of the node, and the values of all nodes in its right subtree are greater than the value of the node. The tree must also adhere to this property recursively for all nodes in the tree. To implement this, you can define a function that takes the root of the binary tree as an input parameter and returns a boolean indicating whether the tree is a valid binary search tree. Consider utilizing helper functions to facilitate checking whether the values in the subtrees comply with the BST criteria. Be sure to handle edge cases, including an empty tree, which is considered a valid BST.

anonymous user

I’ve been working on this problem involving binary search trees (BSTs), and I thought it might be interesting to get your input. So, picture this: you’re given a binary tree and you need to figure out if it’s a valid BST. You know the rules, right? For a tree to qualify as a BST, every node has to follow this specific pattern: all the values in the left subtree must be less than the value of the node itself, and all the values in the right subtree must be greater. It’s like having a strict order for everything!

Now, I was thinking about how to implement this. I believe using a recursive approach could make it cleaner and more efficient. The main function would take the root of the tree, and then I would need some helper functions to navigate the tree and check if the values comply with the rules for both subtrees. I’m guessing I’d probably want to pass in some “boundary” values to help keep track of what the allowed range is for each node as I go deeper into the tree – something like keeping track of minimum and maximum allowable values.

What’s also interesting is considering the edge cases. For example, an empty tree. It’s funny how it’s considered a valid BST just because there are no nodes to violate the rules. But how do you handle trees with flaws, like duplicate values or nodes that don’t follow the BST criteria? Those scenarios could be tricky, right?

Here’s the challenge: could you design a function that effectively checks whether a given binary tree is a valid BST or not? I’d love to see an explanation of how you’d tackle handling the edge cases and any thought process behind your implementation. What methods, data structures, or even specific algorithms would you consider? And if you’d like, feel free to share any example trees that would help illustrate your thoughts. I’m really looking forward to hearing how you’d approach this!

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    1. anonymous user
      2024-09-24T23:00:59+05:30Added an answer on September 24, 2024 at 11:00 pm



      Checking Valid BST

      Binary Search Tree Validation

      So, I’ve been thinking about how to check if a binary tree is a valid BST. Here’s how I’d go about it!

      Key Rules of a BST

      • Left subtree values should be less than the current node.
      • Right subtree values should be greater than the current node.

      Approach

      I think using a recursive function would be a good way to tackle this. The main idea is to traverse the tree and check if the nodes follow the BST rules. We can create a helper function that takes parameters like the current node and the allowable range (minimum and maximum).

      Recursive Function

      The function might look something like this:

          function isBST(node, min, max) {
              if (node == null) return true; // An empty tree is a valid BST
              if (node.value <= min || node.value >= max) return false; // Violation of BST rules
              
              // Recursively check the left and right subtree with updated boundaries
              return isBST(node.left, min, node.value) && isBST(node.right, node.value, max);
          }
          

      How It Works

      Basically, I start with the whole range of values (like negative infinity to positive infinity). As I go deeper into the tree, I adjust the boundaries based on the current node’s value. This way, I ensure all the left descendants are less and all the right descendants are greater.

      Edge Cases

      Now, talking about edge cases:

      • Empty Tree: It’s valid because there are no nodes to break the rules.
      • Duplicate Values: I’d have to decide—if duplicates are allowed in the BST because typically they are not. So, my check might need to ensure each value is unique.
      • Invalid Trees: If a node doesn’t follow BST properties with its children, the function should catch it and return false.

      Example Trees

      Here are a couple of examples:

      • Valid BST:
                       10
                      /  \
                     5    15
                    / \     \
                   3   7     20
                    
      • Invalid BST:
                       10
                      /  \
                     5    15
                    / \     \
                   3   12    20
                    

        – Here, 12 is wrong because it’s in the right subtree of 10 but it’s less than 10.

      That’s how I’d approach this problem! It feels like a fun challenge to work with trees! What do you think?


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    2. anonymous user
      2024-09-24T23:01:00+05:30Added an answer on September 24, 2024 at 11:01 pm


      To determine if a binary tree is a valid Binary Search Tree (BST), a recursive approach is indeed efficient and effective. The bidirectional validation can be implemented using a helper function that takes the current node along with its acceptable range defined by two parameters: the minimum and maximum values that the node’s value must fall between. Initially, for the root node, these boundary values would be set to negative and positive infinity. As you recursively traverse the tree, you would need to update the boundary conditions for each node based on the parent’s value. If, during traversal, you find any node that doesn’t adhere to these rules (i.e., a left child value greater than or equal to its parent, or a right child value less than or equal to its parent), the function should return false, indicating that the tree is not a valid BST.

      Handling edge cases is crucial to robust implementation. An empty tree is a special case that should return true as it vacuously satisfies the BST conditions. However, on the other end, a tree with duplicate values requires careful handling—most definitions of a BST do not allow duplicates, so if any duplicates are detected, the function should also return false. In terms of algorithms, an in-order traversal can be utilized to check for strict ordering, but the recursive approach with boundary checks is optimal due to its clear logic and minimal space complexity. For example, given a tree structure where the root node is 5, left child is 3, and right child is 7, it will pass the BST conditions as all left subtree nodes (including null) are less than 5, and all right subtree nodes are greater than 5. Practical implementation would demonstrate efficiency and precision through the clear maintenance of boundaries.


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