Prune and search - Algoritmy.net


Prune and search - Algoritmy.net
Prune and search is a method for finding an optimal value by iteratively dividing a search space into two parts – the promising one, which contains the optimal value and is recursively searched and the second part without optimal value, which is pruned (thrown away). This paradigm is very similar to well know divide and conquer algorithms.

While the original approach has a O(n \cdot \log(n)) expected complexity, modified algorithm finds the n-th largest number in a O(c \cdot n)expected complexity, where c is a small constant (approximately 4).
public static int pruneAndSearch(int[] array, int index, int left, int right) {
10.int boundary = left;
11.for (int i = left + 1; i < right; i++) {
12.if (array[i] > array[left]) { //place after the pivot every value, which is larger than the pivot
13.swap(array, i, ++boundary);
14.}
15.}
16.swap(array, left, boundary); //place pivot in the middle
17.//quicksort end
18. 
19.if (boundary == index) return array[boundary]; //found
20.else if (boundary > index) return pruneAndSearch(array, index, left, boundary); //prune the right branch
21.else return pruneAndSearch(array, index, boundary + 1, right); //prune the left branch 
22.}
23. 
24./**
25.* Swap elements in the given array
26.* @param array array
27.* @param left index of the element 1
28.* @param right index of the element 2
29.*/
30.private static void swap(int[] array, int left, int right) {
31.int tmp = array[right];
32.array[right] = array[left];
33.array[left] = tmp;
34.}
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