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Find the closest pair from two sorted arrays

Given two arrays arr1[0…m-1] and arr2[0..n-1], and a number x, the task is to find the pair arr1[i] + arr2[j] such that absolute value of (arr1[i] + arr2[j] – x) is minimum.

Example: 

Input: arr1[] = {1, 4, 5, 7};
arr2[] = {10, 20, 30, 40};
x = 32
Output: 1 and 30
Input: arr1[] = {1, 4, 5, 7};
arr2[] = {10, 20, 30, 40};
x = 50
Output: 7 and 40

Find the closest pair from two sorted arrays using Nested Loop:

A Simple Solution is to run two loops. The outer loop considers every element of first array and inner loop checks for the pair in second array. We keep track of minimum difference between ar1[i] + ar2[j] and x.

Find the closest pair from two sorted arrays using Two pointer Technique:

Below is the idea to solve this problem in O(n) time using following steps. 

1) Merge given two arrays into an auxiliary array of size m+n using merge process of merge sort. While merging keep another boolean array of size m+n to indicate whether the current element in merged array is from ar1[] or ar2[].
2) Consider the merged array and use the linear time algorithm to find the pair with sum closest to x. One extra thing we need to consider only those pairs which have one element from ar1[] and other from ar2[], we use the boolean array for this purpose.

Can we do it in a single pass and O(1) extra space? 

The idea is to start from left side of one array and right side of another array, and use the algorithm same as step 2 of above approach.

Step-by-step approach:

Below is the implementation of the above approach:




// C++ program to find the pair from two sorted arrays such
// that the sum of pair is closest to a given number x
#include <iostream>
#include <climits>
#include <cstdlib>
using namespace std;
 
// ar1[0..m-1] and ar2[0..n-1] are two given sorted arrays
// and x is given number. This function prints the pair  from
// both arrays such that the sum of the pair is closest to x.
void printClosest(int ar1[], int ar2[], int m, int n, int x)
{
    // Initialize the diff between pair sum and x.
    int diff = INT_MAX;
 
    // res_l and res_r are result indexes from ar1[] and ar2[]
    // respectively
    int res_l, res_r;
 
    // Start from left side of ar1[] and right side of ar2[]
    int l = 0, r = n-1;
    while (l<m && r>=0)
    {
       // If this pair is closer to x than the previously
       // found closest, then update res_l, res_r and diff
       if (abs(ar1[l] + ar2[r] - x) < diff)
       {
           res_l = l;
           res_r = r;
           diff = abs(ar1[l] + ar2[r] - x);
       }
 
       // If sum of this pair is more than x, move to smaller
       // side
       if (ar1[l] + ar2[r] > x)
           r--;
       else  // move to the greater side
           l++;
    }
 
    // Print the result
    cout << "The closest pair is [" << ar1[res_l] << ", "
         << ar2[res_r] << "] \n";
}
 
// Driver program to test above functions
int main()
{
    int ar1[] = {1, 4, 5, 7};
    int ar2[] = {10, 20, 30, 40};
    int m = sizeof(ar1)/sizeof(ar1[0]);
    int n = sizeof(ar2)/sizeof(ar2[0]);
    int x = 38;
    printClosest(ar1, ar2, m, n, x);
    return 0;
}




// Java program to find closest pair in an array
class ClosestPair
{
    // ar1[0..m-1] and ar2[0..n-1] are two given sorted
    // arrays/ and x is given number. This function prints
    // the pair from both arrays such that the sum of the
    // pair is closest to x.
    void printClosest(int ar1[], int ar2[], int m, int n, int x)
    {
        // Initialize the diff between pair sum and x.
        int diff = Integer.MAX_VALUE;
 
        // res_l and res_r are result indexes from ar1[] and ar2[]
        // respectively
        int res_l = 0, res_r = 0;
 
        // Start from left side of ar1[] and right side of ar2[]
        int l = 0, r = n-1;
        while (l<m && r>=0)
        {
           // If this pair is closer to x than the previously
           // found closest, then update res_l, res_r and diff
           if (Math.abs(ar1[l] + ar2[r] - x) < diff)
           {
               res_l = l;
               res_r = r;
               diff = Math.abs(ar1[l] + ar2[r] - x);
           }
 
           // If sum of this pair is more than x, move to smaller
           // side
           if (ar1[l] + ar2[r] > x)
               r--;
           else  // move to the greater side
               l++;
        }
 
        // Print the result
        System.out.print("The closest pair is [" + ar1[res_l] +
                         ", " + ar2[res_r] + "]");
    }
 
    // Driver program to test above functions
    public static void main(String args[])
    {
        ClosestPair ob = new ClosestPair();
        int ar1[] = {1, 4, 5, 7};
        int ar2[] = {10, 20, 30, 40};
        int m = ar1.length;
        int n = ar2.length;
        int x = 38;
        ob.printClosest(ar1, ar2, m, n, x);
    }
}
/*This code is contributed by Rajat Mishra */




# Python3 program to find the pair from
# two sorted arrays such that the sum
# of pair is closest to a given number x
import sys
 
# ar1[0..m-1] and ar2[0..n-1] are two
# given sorted arrays and x is given
# number. This function prints the pair
# from both arrays such that the sum
# of the pair is closest to x.
def printClosest(ar1, ar2, m, n, x):
 
    # Initialize the diff between
    # pair sum and x.
    diff=sys.maxsize
 
    # res_l and res_r are result
    # indexes from ar1[] and ar2[]
    # respectively. Start from left
    # side of ar1[] and right side of ar2[]
    l = 0
    r = n-1
    while(l < m and r >= 0):
     
    # If this pair is closer to x than
    # the previously found closest,
    # then update res_l, res_r and diff
        if abs(ar1[l] + ar2[r] - x) < diff:
            res_l = l
            res_r = r
            diff = abs(ar1[l] + ar2[r] - x)
     
 
    # If sum of this pair is more than x,
    # move to smaller side
        if ar1[l] + ar2[r] > x:
            r=r-1
        else: # move to the greater side
            l=l+1
     
 
    # Print the result
    print("The closest pair is [",
         ar1[res_l],",",ar2[res_r],"]")
 
# Driver program to test above functions
ar1 = [1, 4, 5, 7]
ar2 = [10, 20, 30, 40]
m = len(ar1)
n = len(ar2)
x = 38
printClosest(ar1, ar2, m, n, x)
 
# This code is contributed by Smitha Dinesh Semwal




// C# program to find closest pair in
// an array
using System;
 
class GFG {
     
    // ar1[0..m-1] and ar2[0..n-1] are two
    // given sorted arrays/ and x is given
    // number. This function prints the
    // pair from both arrays such that the
    // sum of the pair is closest to x.
    static void printClosest(int []ar1,
            int []ar2, int m, int n, int x)
    {
         
        // Initialize the diff between pair
        // sum and x.
        int diff = int.MaxValue;
 
        // res_l and res_r are result
        // indexes from ar1[] and ar2[]
        // respectively
        int res_l = 0, res_r = 0;
 
        // Start from left side of ar1[]
        // and right side of ar2[]
        int l = 0, r = n-1;
        while (l < m && r >= 0)
        {
             
            // If this pair is closer to
            // x than the previously
            // found closest, then update
            // res_l, res_r and diff
            if (Math.Abs(ar1[l] +
                       ar2[r] - x) < diff)
            {
                res_l = l;
                res_r = r;
                diff = Math.Abs(ar1[l]
                            + ar2[r] - x);
            }
     
            // If sum of this pair is more
            // than x, move to smaller
            // side
            if (ar1[l] + ar2[r] > x)
                r--;
            else // move to the greater side
                l++;
        }
 
        // Print the result
        Console.Write("The closest pair is ["
                          + ar1[res_l] + ", "
                         + ar2[res_r] + "]");
    }
 
    // Driver program to test above functions
    public static void Main()
    {
        int []ar1 = {1, 4, 5, 7};
        int []ar2 = {10, 20, 30, 40};
        int m = ar1.Length;
        int n = ar2.Length;
        int x = 38;
         
        printClosest(ar1, ar2, m, n, x);
    }
}
 
// This code is contributed by nitin mittal.




<script>
 
// Javascript program to find
// the pair from two sorted arrays such
// that the sum of pair is closest
// to a given number x
 
 
// ar1[0..m-1] and ar2[0..n-1] are
// two given sorted arrays
// and x is given number.
// This function prints the pair
// from both arrays such that the
// sum of the pair is closest to x.
function printClosest( ar1, ar2,  m, n, x)
{
    // Initialize the diff
    // between pair sum and x.
    let diff = Number.MAX_VALUE;
 
    // res_l and res_r are result
    // indexes from ar1[] and ar2[]
    // respectively
    let res_l, res_r;
 
    // Start from left side of ar1[] and
    // right side of ar2[]
    let l = 0, r = n-1;
    while (l<m && r>=0)
    {
       // If this pair is closer to
       // x than the previously
       // found closest, then update
       // res_l, res_r and diff
       if (Math.abs(ar1[l] + ar2[r] - x) < diff)
       {
           res_l = l;
           res_r = r;
           diff = Math.abs(ar1[l] + ar2[r] - x);
       }
 
       // If sum of this pair is more than x,
       // move to smaller side
       if (ar1[l] + ar2[r] > x)
           r--;
       else  // move to the greater side
           l++;
    }
 
    // Print the result
    document.write("The closest pair is [" + ar1[res_l] + ", "
         + ar2[res_r] + "] </br>");
}
 
 
    // driver code
     
    let ar1 = [1, 4, 5, 7];
    let ar2 = [10, 20, 30, 40];
    let m = ar1.length;
    let n = ar2.length;
    let x = 38;
    printClosest(ar1, ar2, m, n, x);
     
</script>




<?php
// PHP program to find the pair
// from two sorted arrays such
// that the sum of pair is
// closest to a given number x
 
// ar1[0..m-1] and ar2[0..n-1]
// are two given sorted arrays
// and x is given number. This
// function prints the pair from
// both arrays such that the sum
// of the pair is closest to x.
function printClosest($ar1, $ar2,
                      $m, $n, $x)
{
     
    // Initialize the diff between
    // pair sum and x.
    $diff = PHP_INT_MAX;
 
    // res_l and res_r are result
    // indexes from ar1[] and ar2[]
    // respectively
    $res_l;
    $res_r;
 
    // Start from left side of
    // ar1[] and right side of ar2[]
    $l = 0;
    $r = $n - 1;
    while ($l < $m and $r >= 0)
    {
         
        // If this pair is closer to
        // x than the previously
        // found closest, then
        // update res_l, res_r and
        // diff
        if (abs($ar1[$l] + $ar2[$r] -
                       $x) < $diff)
        {
            $res_l = $l;
            $res_r = $r;
            $diff = abs($ar1[$l] +
                    $ar2[$r] - $x);
        }
     
        // If sum of this pair is
        // more than x, move to smaller
        // side
        if ($ar1[$l] + $ar2[$r] > $x)
            $r--;
             
        // move to the greater side
        else
            $l++;
    }
 
    // Print the result
    echo "The closest pair is [" , $ar1[$res_l] , ", "
                               , $ar2[$res_r] , "] \n";
}
 
    // Driver Code
    $ar1 = array(1, 4, 5, 7);
    $ar2 = array(10, 20, 30, 40);
    $m = count($ar1);
    $n = count($ar2);
    $x = 38;
    printClosest($ar1, $ar2, $m, $n, $x);
 
// This code is contributed by anuj_67.
?>

Output: 

 The closest pair is [7, 30] 

Time Complexity : O(n) 
Auxiliary Space : O(1)

Find the closest pair from two sorted arrays using Binary Search:

Since the two input arrays arr1 and arr2 are sorted, the comparison of the sum of the current pair with x essentially performs a binary search on the input array. By moving the left or right index based on the comparison result, the function implicitly divides the input array into two halves at each iteration, and therefore performs a binary search on the input array to find the closest pair.

Below is the implementation of the above approach:




#include <iostream>
#include <climits>
#include <cstdlib>
using namespace std;
 
// Function to perform binary search on array ar2[] for
// the closest element to x
int binarySearch(int ar2[], int left, int right, int x)
{
    if (left > right)
        return left-1;
    int mid = (left + right) / 2;
    if (ar2[mid] == x)
        return mid;
    else if (ar2[mid] > x)
        return binarySearch(ar2, left, mid-1, x);
    else
        return binarySearch(ar2, mid+1, right, x);
}
 
// ar1[0..m-1] and ar2[0..n-1] are two given sorted arrays
// and x is given number. This function prints the pair from
// both arrays such that the sum of the pair is closest to x.
void printClosest(int ar1[], int ar2[], int m, int n, int x)
{
    // Initialize the diff between pair sum and x.
    int diff = INT_MAX;
 
    // res_l and res_r are result indexes from ar1[] and ar2[]
    // respectively
    int res_l, res_r;
 
    // Start from left side of ar1[] and right side of ar2[]
    int l = 0, r = n - 1;
    while (l < m && r >= 0)
    {
        // If this pair is closer to x than the previously
        // found closest, then update res_l, res_r and diff
        if (abs(ar1[l] + ar2[r] - x) < diff)
        {
            res_l = l;
            res_r = r;
            diff = abs(ar1[l] + ar2[r] - x);
        }
 
        // If sum of this pair is more than x, move to smaller
        // side
        if (ar1[l] + ar2[r] > x)
            r--;
        else // move to the greater side
            l++;
    }
 
    // Print the result
    cout << "The closest pair is [" << ar1[res_l] << ", "
         << ar2[res_r] << "] \n";
}
 
// Driver program to test above functions
int main()
{
    int ar1[] = {1, 4, 5, 7};
    int ar2[] = {10, 20, 30, 40};
    int m = sizeof(ar1) / sizeof(ar1[0]);
    int n = sizeof(ar2) / sizeof(ar2[0]);
    int x = 38;
 
    // Perform binary search on ar2[] for the element closest
    // to x-ar1[i]
    for (int i = 0; i < m; i++)
    {
        int index = binarySearch(ar2, 0, n-1, x-ar1[i]);
 
        // Check if the element closest to x-ar1[i] is better
        // than the current best
        if (index >= 0 && index < n && abs(ar1[i]+ar2[index]-x) < abs(ar1[i]+ar2[index-1]-x))
        {
            printClosest(ar1, ar2, m, n, x);
            return 0;
        }
        else if (index > 0 && abs(ar1[i]+ar2[index-1]-x) < abs(ar1[i]+ar2[index]-x))
        {
            index--;
        }
    }
}
 
       




import java.util.*;
 
public class ClosestSumPair {
     
    // Function to perform binary search on array ar2[] for
    // the closest element to x
    public static int binarySearch(int ar2[], int left, int right, int x) {
        if (left > right)
            return left-1;
        int mid = (left + right) / 2;
        if (ar2[mid] == x)
            return mid;
        else if (ar2[mid] > x)
            return binarySearch(ar2, left, mid-1, x);
        else
            return binarySearch(ar2, mid+1, right, x);
    }
     
    // ar1[0..m-1] and ar2[0..n-1] are two given sorted arrays
    // and x is given number. This function prints the pair from
    // both arrays such that the sum of the pair is closest to x.
    public static void printClosest(int ar1[], int ar2[], int m, int n, int x) {
        // Initialize the diff between pair sum and x.
        int diff = Integer.MAX_VALUE;
     
        // res_l and res_r are result indexes from ar1[] and ar2[]
        // respectively
        int res_l = 0, res_r = 0;
     
        // Start from left side of ar1[] and right side of ar2[]
        int l = 0, r = n - 1;
        while (l < m && r >= 0) {
            // If this pair is closer to x than the previously
            // found closest, then update res_l, res_r and diff
            if (Math.abs(ar1[l] + ar2[r] - x) < diff) {
                res_l = l;
                res_r = r;
                diff = Math.abs(ar1[l] + ar2[r] - x);
            }
     
            // If sum of this pair is more than x, move to smaller
            // side
            if (ar1[l] + ar2[r] > x)
                r--;
            else // move to the greater side
                l++;
        }
     
        // Print the result
        System.out.println("The closest pair is [" + ar1[res_l] + ", " + ar2[res_r] + "]");
    }
     
    // Driver program to test above functions
    public static void main(String args[]) {
        int ar1[] = {1, 4, 5, 7};
        int ar2[] = {10, 20, 30, 40};
        int m = ar1.length;
        int n = ar2.length;
        int x = 38;
     
        // Perform binary search on ar2[] for the element closest
        // to x-ar1[i]
        for (int i = 0; i < m; i++) {
            int index = binarySearch(ar2, 0, n-1, x-ar1[i]);
     
            // Check if the element closest to x-ar1[i] is better
            // than the current best
            if (index >= 0 && index < n && Math.abs(ar1[i]+ar2[index]-x) < Math.abs(ar1[i]+ar2[index-1]-x)) {
                printClosest(ar1, ar2, m, n, x);
                return;
            } else if (index > 0 && Math.abs(ar1[i]+ar2[index-1]-x) < Math.abs(ar1[i]+ar2[index]-x)) {
                index--;
            }
        }
    }
}
           




import sys
 
# Function to perform binary search on array ar2[] for
# the closest element to x
def binarySearch(ar2, left, right, x):
    if left > right:
        return left-1
    mid = (left + right) // 2
    if ar2[mid] == x:
        return mid
    elif ar2[mid] > x:
        return binarySearch(ar2, left, mid-1, x)
    else:
        return binarySearch(ar2, mid+1, right, x)
 
# ar1[0..m-1] and ar2[0..n-1] are two given sorted arrays
# and x is given number. This function prints the pair from
# both arrays such that the sum of the pair is closest to x.
def printClosest(ar1, ar2, m, n, x):
    # Initialize the diff between pair sum and x.
    diff = sys.maxsize
 
    # res_l and res_r are result indexes from ar1[] and ar2[]
    # respectively
    res_l, res_r = 0, 0
 
    # Start from left side of ar1[] and right side of ar2[]
    l, r = 0, n - 1
    while l < m and r >= 0:
        # If this pair is closer to x than the previously
        # found closest, then update res_l, res_r and diff
        if abs(ar1[l] + ar2[r] - x) < diff:
            res_l = l
            res_r = r
            diff = abs(ar1[l] + ar2[r] - x)
 
        # If sum of this pair is more than x, move to smaller
        # side
        if ar1[l] + ar2[r] > x:
            r -= 1
        else: # move to the greater side
            l += 1
 
    # Print the result
    print("The closest pair is [{}, {}]".format(ar1[res_l], ar2[res_r]))
 
# Driver program to test above functions
if __name__ == "__main__":
    ar1 = [1, 4, 5, 7]
    ar2 = [10, 20, 30, 40]
    m = len(ar1)
    n = len(ar2)
    x = 38
 
    # Perform binary search on ar2[] for the element closest
    # to x-ar1[i]
    for i in range(m):
        index = binarySearch(ar2, 0, n-1, x-ar1[i])
 
        # Check if the element closest to x-ar1[i] is better
        # than the current best
        if index >= 0 and index < n and abs(ar1[i]+ar2[index]-x) < abs(ar1[i]+ar2[index-1]-x):
            printClosest(ar1, ar2, m, n, x)
            break
        elif index > 0 and abs(ar1[i]+ar2[index-1]-x) < abs(ar1[i]+ar2[index]-x):
            index -= 1




using System;
 
public class MainClass
{
 
  // Function to perform binary search on array ar2[] for
  // the closest element to x
  public static int BinarySearch(int[] ar2, int left,
                                 int right, int x)
  {
    if (left > right)
      return left - 1;
 
    int mid = (left + right) / 2;
 
    if (ar2[mid] == x)
      return mid;
    else if (ar2[mid] > x)
      return BinarySearch(ar2, left, mid - 1, x);
    else
      return BinarySearch(ar2, mid + 1, right, x);
  }
 
  // ar1[0..m-1] and ar2[0..n-1] are two given sorted
  // arrays and x is given number. This function prints
  // the pair from both arrays such that the sum of the
  // pair is closest to x.
  public static void PrintClosest(int[] ar1, int[] ar2,
                                  int m, int n, int x)
  {
    // Initialize the diff between pair sum and x.
    int diff = int.MaxValue;
 
    // res_l and res_r are result indexes from ar1[] and
    // ar2[] respectively
    int res_l = 0, res_r = 0;
 
    // Start from left side of ar1[] and right side of
    // ar2[]
    int l = 0, r = n - 1;
    while (l < m && r >= 0) {
      // If this pair is closer to x than the
      // previously found closest, then update res_l,
      // res_r and diff
      if (Math.Abs(ar1[l] + ar2[r] - x) < diff) {
        res_l = l;
        res_r = r;
        diff = Math.Abs(ar1[l] + ar2[r] - x);
      }
 
      // If sum of this pair is more than x, move to
      // smaller side
      if (ar1[l] + ar2[r] > x)
        r--;
      else // move to the greater side
        l++;
    }
 
    // Print the result
    Console.WriteLine("The closest pair is ["
                      + ar1[res_l] + ", " + ar2[res_r]
                      + "]");
  }
 
  // Driver program to test above functions
  public static void Main()
  {
    int[] ar1 = { 1, 4, 5, 7 };
    int[] ar2 = { 10, 20, 30, 40 };
    int m = ar1.Length;
    int n = ar2.Length;
    int x = 38;
 
    // Sort the second array
    Array.Sort(ar2);
 
    // Perform binary search on ar2[] for the element
    // closest to x-ar1[i]
    for (int i = 0; i < m; i++) {
      int index
        = BinarySearch(ar2, 0, n - 1, x - ar1[i]);
 
      // Check if the element closest to x-ar1[i] is
      // better than the current best
      if (index >= 0 && index < n
          && Math.Abs(ar1[i] + ar2[index] - x)
          < Math.Abs(ar1[i] + ar2[index - 1]
                     - x)) {
        PrintClosest(ar1, ar2, m, n, x);
        return;
      }
      else if (index > 0
               && Math.Abs(ar1[i] + ar2[index - 1]
                           - x)
               < Math.Abs(ar1[i] + ar2[index]
                          - x)) {
        PrintClosest(ar1, ar2, m, n, x);
        return;
      }
    }
  }
}




// Function to perform binary search on array arr for
// the closest element to x
function binarySearch(arr, left, right, x) {
if (left > right) {
return left - 1;
}
const mid = Math.floor((left + right) / 2);
if (arr[mid] === x) {
return mid;
} else if (arr[mid] > x) {
return binarySearch(arr, left, mid - 1, x);
} else {
return binarySearch(arr, mid + 1, right, x);
}
}
// arr1 and arr2 are two given sorted arrays
// and x is a given number. This function prints the pair from
// both arrays such that the sum of the pair is closest to x.
function printClosest(arr1, arr2, x) {
const m = arr1.length;
const n = arr2.length;
// Initialize the diff between pair sum and x.
let diff = Infinity;
 
// res_l and res_r are result indexes from arr1 and arr2
// respectively
let res_l = 0,
res_r = 0;
 
// Start from left side of arr1 and right side of arr2
let l = 0,
r = n - 1;
while (l < m && r >= 0) {
// If this pair is closer to x than the previously
// found closest, then update res_l, res_r and diff
if (Math.abs(arr1[l] + arr2[r] - x) < diff) {
res_l = l;
res_r = r;
diff = Math.abs(arr1[l] + arr2[r] - x);
}
// If sum of this pair is more than x, move to smaller
// side
if (arr1[l] + arr2[r] > x) {
  r -= 1;
} else {
  // move to the greater side
  l += 1;
}
 
// Print the result
console.log(The closest pair is [${arr1[res_l]}, ${arr2[res_r]}]);
}
 
// Driver program to test above functions
const arr1 = [1, 4, 5, 7];
const arr2 = [10, 20, 30, 40];
const x = 38;
 
// Perform binary search on arr2 for the element closest
// to x-arr1[i]
for (let i = 0; i < arr1.length; i++) {
const index = binarySearch(arr2, 0, arr2.length - 1, x - arr1[i]);
 
// Check if the element closest to x-arr1[i] is better
// than the current best
if (
index >= 0 &&
index < arr2.length &&
Math.abs(arr1[i] + arr2[index] - x) <
Math.abs(arr1[i] + arr2[index - 1] - x)
) {
printClosest(arr1, arr2, x);
break;
} else if (
index > 0 &&
Math.abs(arr1[i] + arr2[index - 1] - x) <
Math.abs(arr1[i] + arr2[index] - x)
) {
index -= 1;
}
}

OUTPUT:

The closest pair is [7, 30] 

Time Complexity : O(mLogN) , As we are Dividing Arrays using Binary search where.
Auxiliary Space : O(1)
 

Smallest Difference pair of values between two unsorted Arrays

 


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