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How to find the number of iterations of binary search algorithm?

How I can get the number of iterations of binary search?

This is my code:

int main() 
{
    int target = 11;
    int N = 10;
    std::vector<int> index;
    int num;

    for (int i = 0; i < N; i++) {
        index.push_back(i);
    }

    int counter = 0;
    unsigned int M, L = (unsigned int)-1, R = N;

    M = (R - L) / 2;  // Assume N is not zero

    do {
        int value;
        M = M + L;
        value = index[M];
        if (value < target) L = M; else R = M;
        M = (R - L) / 2;
        counter++;
    } while (M);  // M is the size of the current interval

    std::cout << R << '\n';
    std::cout << "counter: " << counter << '\n';

    system("pause");

    return 0;
}

I want to know the number of iterations depending on N. I know how this algorithm works but I want the number of iterations represented mathematically.

like image 270
Chariot Avatar asked May 04 '19 21:05

Chariot


2 Answers

I would go for a recursive increment of by using a recursive binary search function. In each branch of the binary checks, just increment by one and that will count the iterations recursively.

See live here

#include <iostream>
#include <vector>

std::size_t binarySearch(
    const std::vector<int>& arr,        // pass array as non-modifiyable(const ref)
    std::size_t start, std::size_t end, // start and end indexes of the array
    const int target)                   // target to find
{
    if (arr.size() == 1) return arr[0] == target ? 1 : 0; // edge case

    if (start <= end)
    {
        const std::size_t mid_index = start + ((end - start) / 2);
        return arr[mid_index] == target ? 1 :                         // found the middle element
               arr[mid_index] < target ?
                 binarySearch(arr, mid_index + 1, end, target) + 1:   // target is greater than mid-element
                 binarySearch(arr, start, mid_index - 1, target) + 1; // target is less than mid-element
    }
    return 0;
}

int main()
{
    int target = 11;
    const int N = 10;
    std::vector<int> index;
    index.reserve(N); // reserve some memory
    for (int i = 0; i < N; i++) {
        index.push_back(i);
    }
    std::cout << "counter: " << binarySearch(index, 0, index.size() - 1, target) << std::endl;
    return 0;
}

Output:

counter: 4
like image 186
JeJo Avatar answered Sep 26 '22 01:09

JeJo


Mathematically Maximum iteration possible (Assuming case of only integer type) is = ceil( log2 ( initial_r - initial_l ) ) base of log is 2 because every time we are diving our range in half by taking a mid and switching to one of the half.

like image 42
mss Avatar answered Sep 27 '22 01:09

mss