Longest subsequence such that difference between adjacents is one
Given an array of n size, the task is to find the longest subsequence such that difference between adjacents is one.
Examples:
Input : arr[] = {10, 9, 4, 5, 4, 8, 6} Output : 3 As longest subsequences with difference 1 are, "10, 9, 8", "4, 5, 4" and "4, 5, 6" Input : arr[] = {1, 2, 3, 2, 3, 7, 2, 1} Output : 7 As longest consecutive sequence is "1, 2, 3, 2, 3, 2, 1"
This problem is based upon the concept of Longest Increasing Subsequence Problem.
Let arr[0..n-1] be the input array and dp[i] be the length of the longest subsequence (with differences one) ending at index i such that arr[i] is the last element of the subsequence. Then, dp[i] can be recursively written as: dp[i] = 1 + max(dp[j]) where 0 < j < i and [arr[j] = arr[i] -1 or arr[j] = arr[i] + 1] dp[i] = 1, if no such j exists. To find the result for a given array, we need to return max(dp[i]) where 0 < i < n.
Following is a Dynamic Programming based implementation. It follows the recursive structure discussed above.
C++
// C++ program to find the longest subsequence such // the difference between adjacent elements of the // subsequence is one. #include <bits/stdc++.h> using namespace std; // Function to find the length of longest subsequence int longestSubseqWithDiffOne( int arr[], int n) { // Initialize the dp[] array with 1 as a // single element will be of 1 length int dp[n]; for ( int i = 0; i < n; i++) dp[i] = 1; // Start traversing the given array for ( int i = 1; i < n; i++) { // Compare with all the previous elements for ( int j = 0; j < i; j++) { // If the element is consecutive then // consider this subsequence and update // dp[i] if required. if ((arr[i] == arr[j] + 1) || (arr[i] == arr[j] - 1)) dp[i] = max(dp[i], dp[j] + 1); } } // Longest length will be the maximum value // of dp array. int result = 1; for ( int i = 0; i < n; i++) if (result < dp[i]) result = dp[i]; return result; } // Driver code int main() { // Longest subsequence with one difference is // {1, 2, 3, 4, 3, 2} int arr[] = { 1, 2, 3, 4, 5, 3, 2 }; int n = sizeof (arr) / sizeof (arr[0]); cout << longestSubseqWithDiffOne(arr, n); return 0; } |
Java
// Java program to find the longest subsequence // such that the difference between adjacent // elements of the subsequence is one. import java.io.*; class GFG { // Function to find the length of longest // subsequence static int longestSubseqWithDiffOne( int arr[], int n) { // Initialize the dp[] array with 1 as a // single element will be of 1 length int dp[] = new int [n]; for ( int i = 0 ; i < n; i++) dp[i] = 1 ; // Start traversing the given array for ( int i = 1 ; i < n; i++) { // Compare with all the previous // elements for ( int j = 0 ; j < i; j++) { // If the element is consecutive // then consider this subsequence // and update dp[i] if required. if ((arr[i] == arr[j] + 1 ) || (arr[i] == arr[j] - 1 )) dp[i] = Math.max(dp[i], dp[j] + 1 ); } } // Longest length will be the maximum // value of dp array. int result = 1 ; for ( int i = 0 ; i < n; i++) if (result < dp[i]) result = dp[i]; return result; } // Driver code public static void main(String[] args) { // Longest subsequence with one // difference is // {1, 2, 3, 4, 3, 2} int arr[] = { 1 , 2 , 3 , 4 , 5 , 3 , 2 }; int n = arr.length; System.out.println(longestSubseqWithDiffOne( arr, n)); } } // This code is contributed by Prerna Saini |
Python3
# Function to find the length of longest subsequence def longestSubseqWithDiffOne(arr, n): # Initialize the dp[] array with 1 as a # single element will be of 1 length dp = [ 1 for i in range (n)] # Start traversing the given array for i in range (n): # Compare with all the previous elements for j in range (i): # If the element is consecutive then # consider this subsequence and update # dp[i] if required. if ((arr[i] = = arr[j] + 1 ) or (arr[i] = = arr[j] - 1 )): dp[i] = max (dp[i], dp[j] + 1 ) # Longest length will be the maximum value # of dp array. result = 1 for i in range (n): if (result < dp[i]): result = dp[i] return result # Driver code arr = [ 1 , 2 , 3 , 4 , 5 , 3 , 2 ] # Longest subsequence with one difference is # {1, 2, 3, 4, 3, 2} n = len (arr) print (longestSubseqWithDiffOne(arr, n)) # This code is contributed by Afzal Ansari |
C#
// C# program to find the longest subsequence // such that the difference between adjacent // elements of the subsequence is one. using System; class GFG { // Function to find the length of longest // subsequence static int longestSubseqWithDiffOne( int [] arr, int n) { // Initialize the dp[] array with 1 as a // single element will be of 1 length int [] dp = new int [n]; for ( int i = 0; i < n; i++) dp[i] = 1; // Start traversing the given array for ( int i = 1; i < n; i++) { // Compare with all the previous // elements for ( int j = 0; j < i; j++) { // If the element is consecutive // then consider this subsequence // and update dp[i] if required. if ((arr[i] == arr[j] + 1) || (arr[i] == arr[j] - 1)) dp[i] = Math.Max(dp[i], dp[j] + 1); } } // Longest length will be the maximum // value of dp array. int result = 1; for ( int i = 0; i < n; i++) if (result < dp[i]) result = dp[i]; return result; } // Driver code public static void Main() { // Longest subsequence with one // difference is // {1, 2, 3, 4, 3, 2} int [] arr = { 1, 2, 3, 4, 5, 3, 2 }; int n = arr.Length; Console.Write( longestSubseqWithDiffOne(arr, n)); } } // This code is contributed by nitin mittal. |
PHP
<?php // PHP program to find the longest // subsequence such the difference // between adjacent elements of the // subsequence is one. // Function to find the length of // longest subsequence function longestSubseqWithDiffOne( $arr , $n ) { // Initialize the dp[] // array with 1 as a // single element will // be of 1 length $dp [ $n ] = 0; for ( $i = 0; $i < $n ; $i ++) $dp [ $i ] = 1; // Start traversing the // given array for ( $i = 1; $i < $n ; $i ++) { // Compare with all the // previous elements for ( $j = 0; $j < $i ; $j ++) { // If the element is // consecutive then // consider this // subsequence and // update dp[i] if // required. if (( $arr [ $i ] == $arr [ $j ] + 1) || ( $arr [ $i ] == $arr [ $j ] - 1)) $dp [ $i ] = max( $dp [ $i ], $dp [ $j ] + 1); } } // Longest length will be // the maximum value // of dp array. $result = 1; for ( $i = 0 ; $i < $n ; $i ++) if ( $result < $dp [ $i ]) $result = $dp [ $i ]; return $result ; } // Driver code // Longest subsequence with // one difference is // {1, 2, 3, 4, 3, 2} $arr = array (1, 2, 3, 4, 5, 3, 2); $n = sizeof( $arr ); echo longestSubseqWithDiffOne( $arr , $n ); // This code is contributed by nitin mittal. ?> |
Javascript
<script> // JavaScript program to find the // longest subsequence such that the // difference between adjacent elements // of the subsequence is one. // Function to find the length of longest // subsequence function longestSubseqWithDiffOne(arr, n) { // Initialize the dp[] array with 1 as a // single element will be of 1 length let dp = []; for (let i = 0; i < n; i++) dp[i] = 1; // Start traversing the given array for (let i = 1; i < n; i++) { // Compare with all the previous // elements for (let j = 0; j < i; j++) { // If the element is consecutive // then consider this subsequence // and update dp[i] if required. if ((arr[i] == arr[j] + 1) || (arr[i] == arr[j] - 1)) dp[i] = Math.max(dp[i], dp[j] + 1); } } // Longest length will be the maximum // value of dp array. let result = 1; for (let i = 0; i < n; i++) if (result < dp[i]) result = dp[i]; return result; } // Driver Code // Longest subsequence with one // difference is // {1, 2, 3, 4, 3, 2} let arr = [1, 2, 3, 4, 5, 3, 2]; let n = arr.length; document.write(longestSubseqWithDiffOne(arr, n)); // This code is contributed by souravghosh0416 </script> |
6
Time Complexity: O(n2)
Auxiliary Space: O(n)
Efficient Approach
C++
#include<bits/stdc++.h> using namespace std; int longestSubsequence( int n, int arr[]) { if (n==1) return 1; unordered_map< int , int > mapp; int res = 1; for ( int i=0;i<n;i++){ if (mapp.count(arr[i]+1) >0 || mapp.count(arr[i]-1)>0){ mapp[arr[i]]=1+max(mapp[arr[i]+1],mapp[arr[i]-1]); } else mapp[arr[i]]=1; res = max(res, mapp[arr[i]]); } return res; //This code is contributed by Akansha Mittal } int main() { // Longest subsequence with one difference is // {1, 2, 3, 4, 3, 2} int arr[] = {1, 2, 3, 4, 5, 3, 2}; int n = sizeof (arr)/ sizeof (arr[0]); cout << longestSubsequence(n, arr); return 0; } |
Java
import java.lang.Math; import java.util.*; class GFG { static int longestSubsequence( int n, int arr[]) { if (n == 1 ) return 1 ; Integer dp[] = new Integer[n]; HashMap<Integer, Integer> mapp = new HashMap<>(); dp[ 0 ] = 1 ; mapp.put(arr[ 0 ], 0 ); for ( int i = 1 ; i < n; i++) { if (Math.abs(arr[i] - arr[i - 1 ]) == 1 ) dp[i] = dp[i - 1 ] + 1 ; else { if (mapp.containsKey(arr[i] + 1 ) || mapp.containsKey(arr[i] - 1 )) { dp[i] = 1 + Math.max(mapp.getOrDefault( arr[i] + 1 , 0 ), mapp.getOrDefault( arr[i] - 1 , 0 )); } else dp[i] = 1 ; } mapp.put(arr[i], dp[i]); } return Collections.max(Arrays.asList(dp)); } public static void main(String[] args) { // Longest subsequence with one // difference is // {1, 2, 3, 4, 3, 2} int arr[] = { 1 , 2 , 3 , 4 , 5 , 3 , 2 }; int n = arr.length; System.out.println(longestSubsequence(n, arr)); } } // This code is contributed by rajsanghavi9. |
Python3
def longestSubsequence(A, N): L = [ 1 ] * N hm = {} for i in range ( 1 ,N): if abs (A[i] - A[i - 1 ]) = = 1 : L[i] = 1 + L[i - 1 ] elif hm.get(A[i] + 1 , 0 ) or hm.get(A[i] - 1 , 0 ): L[i] = 1 + max (hm.get(A[i] + 1 , 0 ), hm.get(A[i] - 1 , 0 )) hm[A[i]] = L[i] return max (L) # Driver code A = [ 1 , 2 , 3 , 4 , 5 , 3 , 2 ] N = len (A) print (longestSubsequence(A, N)) |
C#
using System; using System.Collections.Generic; using System.Linq; class GFG { static int longestSubsequence( int n, int [] arr) { if (n == 1) return 1; int [] dp = new int [n]; Dictionary< int , int > mapp = new Dictionary< int , int >(); dp[0] = 1; mapp.Add(arr[0], 0); for ( int i = 1; i < n; i++) { if (Math.Abs(arr[i] - arr[i - 1]) == 1) dp[i] = dp[i - 1] + 1; else { if (mapp.ContainsKey(arr[i] + 1) || mapp.ContainsKey(arr[i] - 1)) { dp[i] = 1 + Math.Max(mapp.ContainsKey(arr[i] + 1) ? mapp[arr[i] + 1] : 0, mapp.ContainsKey(arr[i] - 1) ? mapp[arr[i] - 1] : 0); } else dp[i] = 1; } mapp[arr[i]] = dp[i]; } return dp.Max(); } public static void Main( string [] args) { // Longest subsequence with one // difference is // {1, 2, 3, 4, 3, 2} int [] arr = { 1, 2, 3, 4, 5, 3, 2 }; int n = arr.Length; Console.WriteLine(longestSubsequence(n, arr)); } } |
Javascript
function longestSubsequence(n, arr) { var L = Array(n).fill(1); hm = {}; for ( var i = 1; i < n; i++) { if (Math.abs(arr[i] - arr[i - 1]) == 1) L[i] = 1 + L[i - 1]; else if (get(hm, arr[i] + 1, 0) || get(hm, arr[i] - 1, 0)) { L[i] = 1 + Math.max(get(hm, arr[i] + 1, 0), get(hm, arr[i] - 1, 0)); } hm[arr[i]] = L[i]; } return Math.max(...L); } function get(object, key, default_value) { var result = object[key]; return typeof result !== "undefined" ? result : default_value; } var arr = [1, 2, 3, 4, 5, 3, 2]; var n = arr.length; console.log(longestSubsequence(n, arr)); // This code is contributed by satwiksuman. |
6
Time Complexity : O(n)
Space Complexity : O(n)
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