I stared at this for a bit because my brain kept wanting to do the standard LCA recursion from the root, which you just...
Since we don't have the root, we can't use the standard recursive approach. Instead, we can find the depth of each node by traversing up to the root using parent pointers, then align the deeper node by moving up until both nodes are at the same depth, and finally move both up simultaneously until they meet at the LCA. Alternatively, we can use a hash set to store ancestors of one node and check the other node's ancestors.
Pro tip: Discuss the trade-offs between the two approaches: the two-pointer method uses O(1) extra space but requires two passes to compute depths, while the hash set method uses O(h) space but may be simpler to implement. Mentioning these trade-offs shows depth of understanding.
Confirm that each node has a parent pointer, and we are given two nodes (not necessarily distinct). Ask if the nodes are guaranteed to be in the same tree and if the tree is binary (though the solution works for any tree with parent pointers).
Decide between the two-pointer depth alignment method and the hash set method. Explain the chosen approach and why it's suitable given the constraints (e.g., space vs. time trade-offs).
For the two-pointer method: write a function to compute the depth of a node by traversing parent pointers to the root. Then align depths and move both pointers up until they meet. For the hash set method: traverse from one node to the root, storing each node in a set, then traverse from the other node until a node is found in the set.
State the time complexity: O(h) for both methods, where h is the height of the tree. Space complexity: O(1) for two-pointer, O(h) for hash set. Discuss worst-case scenarios (e.g., skewed tree).
Consider edge cases: one node is an ancestor of the other, the nodes are the same, the tree is a single node, or the nodes are in different trees (if not guaranteed). Walk through how the algorithm handles these.
AI-generated suggestions, not part of the candidate's original notes. May be inaccurate — verify before relying on them.