Junior — Middle
Explain why the search algorithm in a balanced tree operates in logarithmic time relative to the size of the data structure.
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Answer from AI
In a balanced tree (for example, a red-black or AVL tree), the height of the tree is proportional to the logarithm of the number of elements (n), that is, h = O(log n). This is achieved by maintaining balance so that the tree does not degenerate into a list.
Searching in the tree involves sequential comparison of the target value with the current node and moving to the left or right subtree. Each step roughly halves the remaining elements.
Since at each level the number of considered elements decreases by half, the number of steps to find an element or determine its absence is on the order of log n.
Example: if there are 1024 elements in the tree, the search will take about 10 comparisons (log₂1024 = 10).