Path Sum Iii
To solve this coding challenge, you need to implement a function that returns the number of paths in a binary tree where the sum of the node values in the path equals a given target sum. Below is a detailed explanation along with pseudocode to guide you through the solution.
. The recursive nature helps traverse the tree in-depth for each path starting from every node.
Explanation:
We will approach this problem by using Depth-First Search (DFS). Here's a breakdown of the methodology:- Recursive DFS Traversal :
- We will perform a DFS traversal starting from each node.
- As we traverse, we calculate the current path sum.
- If the current path sum equals the target sum, we count this path as valid.
- Subtree Traversal :
- For each node, not only do we consider paths starting from that node, but we also need to start new paths from both its left and right children.
- This ensures that we consider all possible paths in the tree.
- Base Case :
-
If the current node is
None
- Accumulating Path Counts :
- We need to keep a count of paths that sum to the target.
- Sum the paths found from the current node and the paths from the left and right subtrees.
# Helper function for DFS traversal
FUNCTION dfs(currentNode, remainingSum):
# Base case: if current node is None, return 0 as there are no paths
IF currentNode IS None:
RETURN 0
# Initialize path count
pathCount = 0
# Check if the current node value matches the remaining sum
IF currentNode.value == remainingSum:
pathCount = pathCount + 1 # Found a valid path
# Recursively traverse the left subtree with the updated remaining sum
pathCount = pathCount + dfs(currentNode.left, remainingSum - currentNode.value)
# Recursively traverse the right subtree with the updated remaining sum
pathCount = pathCount + dfs(currentNode.right, remainingSum - currentNode.value)
# Return the total count of valid paths from this node
RETURN pathCount
# Main function to calculate the number of valid paths
FUNCTION pathSum(root, targetSum):
# Base case: if the root is None, return 0 as there are no paths
IF root IS None:
RETURN 0
# Calculate the number of valid paths starting from the root
rootPathCount = dfs(root, targetSum)
# Recursively calculate the number of valid paths for the left subtree
leftPathCount = pathSum(root.left, targetSum)
# Recursively calculate the number of valid paths for the right subtree
rightPathCount = pathSum(root.right, targetSum)
# Return the total number of valid paths
RETURN rootPathCount + leftPathCount + rightPathCount
Step-by-Step Explanation:
-
First, the
dfs
currentNode
currentNode
remainingSum
-
Inside the
dfs
-
If the
currentNode
None
-
Otherwise, it initializes a counter
pathCount
currentNode
remainingSum
pathCount
-
It then recursively calls itself for the left and right children of the
currentNode
currentNode
remainingSum
- Finally, it returns the total count of valid paths found.
-
The
pathSum
-
Checks if the
root
None
-
Otherwise, it initializes the counts of valid paths starting from the
root
dfs
pathSum
- It returns the sum of these counts.
targetSum