Binary Tree Maximum Path Sum

To solve this coding challenge, the goal is to determine the maximum path sum in a binary tree. A path in a binary tree is defined as any sequence of nodes where each pair of adjacent nodes is connected and each node appears only once.

# Explanation

To effectively solve this problem, we can make use of Depth-First Search (DFS) to explore all potential paths in the binary tree. We need to compute the maximum path sum for each node, considering that node as the highest node in that path. The calculation involves these sub-components:
  1. Recursive Function to Compute Max Path from Each Node:
    • * We will use a recursive function to compute the maximum path sum for the left and right subtrees of each node.
  2. Handling Negative Sums:
    • * If a subtree path sum is negative, it should be ignored. Hence, we consider zero if the subtree path sum is negative. This is achieved by using the
      max(value, 0)
      function.
  3. Updating Global Maximum:
    • * At each node, calculate the potential new path sum including the node itself and the left and right subtree sums. Update the global maximum variable if this path sum is higher.
    In summary, the algorithm is structured as follows: * Create a variable to store the global maximum path sum, initialized to a very small number (negative infinity). * Define a recursive function that:
    • Returns 0 if it is called with a
      null
      node.
    • Computes the maximum path sums for the left and right children.
    • Ignores negative path sums by comparing with zero.
    • Updates the global maximum path sum considering the node and both its children.
    • Returns the maximum potential path sum from the current node considering one child path, for use by the node’s parent.
    Detailed Steps in Pseudocode
                                                
    # Function to compute the maximum path sum in the binary tree
    function getMaxPathSum(root):
    # Initialize global variable to track the maximum path sum
    globalMaximumPathSum = -infinity
    
    # Helper function to perform DFS and compute max path sum at each node
    function maxPathFromNode(node):
    # Base case: If node is null, return 0
    if node == null:
    return 0
    
    # Recursively compute the max path sum for the left subtree
    leftMaxSum = max(maxPathFromNode(node.left), 0)  # Ignore negative sums
    
    # Recursively compute the max path sum for the right subtree
    rightMaxSum = max(maxPathFromNode(node.right), 0)  # Ignore negative sums
    
    # Current max path sum at this node considering both subtrees
    currentPathSum = node.value + leftMaxSum + rightMaxSum
    
    # Update the global maximum path sum if the current path sum is higher
    globalMaximumPathSum = max(globalMaximumPathSum, currentPathSum)
    
    # For the parent's perspective, only consider the larger sum path
    return node.value + max(leftMaxSum, rightMaxSum)
    
    # Begin DFS from the root
    maxPathFromNode(root)
    
    # Return the result: the maximum path sum encountered
    return globalMaximumPathSum
    
    # Example usage
    # Given binary tree root, call getMaxPathSum(root)
    
                                            
    # Explanation Expanded
  4. Base Condition Handling:
    • * The recursive function
      maxPathFromNode
      returns zero if it encounters a
      null
      node. This means there is no path contribution from non-existent nodes.
  5. Recursive Depth-First Search:
    • * For each node, the function recursively computes the maximum path sums for the left and right subtrees. It ensures that negative path sums are ignored, given they would decrease the overall path sum.
  6. Computing Current Path Sum:
    • * For each node, compute the sum of the node's value, the maximum path sum from its left subtree, and the maximum path sum from its right subtree (
      currentPathSum
      ). This value represents the best path sum passing through the node considering both children paths.
  7. Updating Global Maximum:
    • * The global maximum path sum,
      globalMaximumPathSum
      , is updated if the
      currentPathSum
      from the current node is larger.
  8. Returning Maximum Path for Parent Perspective:
    • * The function finally returns the maximum path sum from the node including one of its subtrees (whichever is larger) back to the parent node. This value will be used by the parent node’s computations. This is essentially
      node.value + max(leftMaxSum, rightMaxSum)
      .
By following these steps, we effectively explore all possible paths in the tree and determine the maximum path sum. The use of DFS ensures that we evaluate every possible path efficiently. The approach is robust and handles various constraints elegantly.