Analysis of Correctness and Running Time
Explore the correctness and amortized running time of ScapegoatTree operations. Understand how to prove conditions for scapegoat nodes, analyze the cost of subtree rebuilding, and evaluate performance over multiple add and remove operations. This lesson equips you with the ability to assess efficiency and correctness in balanced tree data structures.
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In this module, we analyze the correctness and amortized running time of operations on a ScapegoatTree.
Correctness
We first prove the correctness by showing that, when the add(x) operation results in a node that violates Condition (1 as discussed previously), then we can always find a scapegoat:
Lemma 1:
Let u be a node of q in a ScapegoatTree. Then
there exists a node w on the path from u to the root such that.
Proof: Suppose, for the sake of contradiction, that this is not the case, and
for all nodes w on the path from u to the root. Denote the path from the
root to u as r = u. Then, we have and, more generally,
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