TheAlgorithms-C-Plus-Plus/search/median_search.cpp
2020-08-20 17:21:30 +05:30

111 lines
2.5 KiB
C++

/**
* \file
* \brief [Median search](https://en.wikipedia.org/wiki/Median_search) algorithm
* cases from [here](https://brilliant.org/wiki/median-finding-algorithm/)
* \ingroup median search
*/
#include <iostream>
#include <algorithm>
#include <vector>
using namespace std;
/* Assume that all the elements of A are distinct
def median_of_medians(A, i):
#divide A into sublists of len 5
sublists = [A[j:j+5] for j in range(0, len(A), 5)]
medians = [sorted(sublist)[len(sublist)/2] for sublist in sublists]
if len(medians) <= 5:
pivot = sorted(medians)[len(medians)/2]
else:
#the pivot is the median of the medians
pivot = median_of_medians(medians, len(medians)/2)
#partitioning step
low = [j for j in A if j < pivot]
high = [j for j in A if j > pivot]
k = len(low)
if i < k:
return median_of_medians(low,i)
elif i > k:
return median_of_medians(high,i-k-1)
else: #pivot = k
return pivot
*/
/*
* Here are some example lists you can use to see how the algorithm works
* A = [1,2,3,4,5,1000,8,9,99] (Contain Unique Elements)
* B = [1,2,3,4,5,6] (Contains Unique Elements)
* print median_of_medians(A, 0) #should be 1
* print median_of_medians(A,7) #should be 99
* print median_of_medians(B,4) #should be 5
*/
int median_of_medians(vector<int> a, int idx){
int pivot;
vector<int> m;
int r = a.size();
for(int i = 0; i < r; i += 5){
sort(a.begin() + i, a.begin() + min(r, i + 5));
int mid = (i + min(r, i + 5)) / 2;
m.push_back(a[mid]);
}
int sz = int(m.size());
if(sz <= 5){
sort(m.begin(), m.end());
pivot = m[(sz- 1) / 2];
}
else{
pivot = median_of_medians(m, idx);
}
vector<int> low;
vector<int> high;
for(int i = 0; i < r; i++){
if(a[i] < pivot)
low.push_back(a[i]);
else if(a[i] > pivot)
high.push_back(a[i]);
}
int k = int(low.size());
if(idx < k)
return median_of_medians(low, idx);
else if(idx > k)
return median_of_medians(high, idx-k-1);
else
return pivot;
}
/* Main function*/
int main()
{
int n;
cout << "Enter Size of Array: ";
cin >> n;
vector<int> a(n);
cout << "Enter Array: ";
for(int i = 0; i < n; i++)
cin >> a[i];
cout << "Median: ";
int x = median_of_medians(a, (n - 1) / 2);
if(n % 2 == 0){
int y = median_of_medians(a, n / 2);
cout << (float(x) + float(y))/2.0;
}
else
cout << x;
cout << "\nTo find i-th smallest element ";
cout << "\nEnter i: ";
int idx;
cin >> idx;
idx--;
cout << "i-th smallest element: " << median_of_medians(a, idx) << endl;
return 0;
}