Given an array, the task is to find sum of maximum sum alternating subsequence starting with first element. Here alternating sequence means first decreasing, then increasing, then decreasing, … For example 10, 5, 14, 3 is an alternating sequence.
Note that the reverse type of sequence (increasing – decreasing – increasing -…) is not considered alternating here.
Examples:
Input : arr[] = {4, 3, 8, 5, 3, 8} Output : 28 Explanation: The alternating subsequence (starting with first element) that has above maximum sum is {4, 3, 8, 5, 8} Input : arr[] = {4, 8, 2, 5, 6, 8} Output : 14 The alternating subsequence (starting with first element) that has above maximum sum is {4, 2, 8}
This problem is similar to Longest Increasing Subsequence (LIS) problem. and can be solved using Dynamic Programming.
Create two empty array that store result of maximum sum of alternate sub-sequence inc[] : inc[i] stores results of maximum sum alternating subsequence ending with arr[i] such that arr[i] is greater than previous element of the subsequence dec[] : dec[i] stores results of maximum sum alternating subsequence ending with arr[i] such that arr[i] is less than previous element of the subsequence Include first element of 'arr' in both inc[] and dec[] inc[0] = dec[0] = arr[0] // Maintain a flag i.e. it will makes the greater // elements count only if the first decreasing element // is counted. flag = 0 Traversal two loops i goes from 1 to n-1 j goes 0 to i-1 IF arr[j] > arr[i] dec[i] = max(dec[i], inc[j] + arr[i]) // Denotes first decreasing is found flag = 1 ELSE IF arr[j] < arr[i] && flag == 1 inc[i] = max(inc[i], dec[j]+arr[i]); Final Last Find maximum value inc[] and dec[] .
Below is implementation of above idea.
C/C++
// C++ program to find sum of maximum // sum alternating sequence starting with // first element. #include<bits/stdc++.h> using namespace std; // Return sum of maximum sum alternating // sequence starting with arr[0] and is first // decreasing. int maxAlternateSum( int arr[], int n) { if (n == 1) return arr[0]; // create two empty array that store result of // maximum sum of alternate sub-sequence // stores sum of decreasing and increasing // sub-sequence int dec[n]; memset (dec, 0, sizeof (dec)); // store sum of increasing and decreasing sun-sequence int inc[n]; memset (inc, 0, sizeof (inc)); // As per question, first element must be part // of solution. dec[0] = inc[0] = arr[0]; int flag = 0 ; // Traverse remaining elements of array for ( int i=1; i<n; i++) { for ( int j=0; j<i; j++) { // IF current sub-sequence is decreasing the // update dec[j] if needed. dec[i] by current // inc[j] + arr[i] if (arr[j] > arr[i]) { dec[i] = max(dec[i], inc[j]+arr[i]); // Revert the flag , if first decreasing // is found flag = 1; } // If next element is greater but flag should be 1 // i.e. this element should be counted after the // first decreasing element gets counted else if (arr[j] < arr[i] && flag == 1) // If current sub-sequence is increasing // then update inc[i] inc[i] = max(inc[i], dec[j]+arr[i]); } } // find maximum sum in b/w inc[] and dec[] int result = INT_MIN; for ( int i = 0 ; i < n; i++) { if (result < inc[i]) result = inc[i]; if (result < dec[i]) result = dec[i]; } // return maximum sum alternate sun-sequence return result; } //Driver program int main() { int arr[]= {8, 2, 3, 5, 7, 9, 10}; int n = sizeof (arr)/ sizeof (arr[0]); cout << "Maximum sum = " << maxAlternateSum(arr , n ) << endl; return 0; } |
Java
// Java program to find sum of maximum // sum alternating sequence starting with // first element. public class GFG { // Return sum of maximum sum alternating // sequence starting with arr[0] and is first // decreasing. static int maxAlternateSum( int arr[], int n) { if (n == 1 ) return arr[ 0 ]; // create two empty array that store result of // maximum sum of alternate sub-sequence // stores sum of decreasing and increasing // sub-sequence int dec[] = new int [n]; // store sum of increasing and decreasing sun-sequence int inc[] = new int [n]; // As per question, first element must be part // of solution. dec[ 0 ] = inc[ 0 ] = arr[ 0 ]; int flag = 0 ; // Traverse remaining elements of array for ( int i= 1 ; i<n; i++) { for ( int j= 0 ; j<i; j++) { // IF current sub-sequence is decreasing the // update dec[j] if needed. dec[i] by current // inc[j] + arr[i] if (arr[j] > arr[i]) { dec[i] = Math.max(dec[i], inc[j]+arr[i]); // Revert the flag , if first decreasing // is found flag = 1 ; } // If next element is greater but flag should be 1 // i.e. this element should be counted after the // first decreasing element gets counted else if (arr[j] < arr[i] && flag == 1 ) // If current sub-sequence is increasing // then update inc[i] inc[i] = Math.max(inc[i], dec[j]+arr[i]); } } // find maximum sum in b/w inc[] and dec[] int result = Integer.MIN_VALUE; for ( int i = 0 ; i < n; i++) { if (result < inc[i]) result = inc[i]; if (result < dec[i]) result = dec[i]; } // return maximum sum alternate sun-sequence return result; } // Driver Method public static void main(String[] args) { int arr[]= { 8 , 2 , 3 , 5 , 7 , 9 , 10 }; System.out.println( "Maximum sum = " + maxAlternateSum(arr , arr.length)); } } |
Python3
# Python3 program to find sum of maximum # sum alternating sequence starting with # first element. # Return sum of maximum sum alternating # sequence starting with arr[0] and is # first decreasing. def maxAlternateSum(arr, n): if (n = = 1 ): return arr[ 0 ] # Create two empty array that # store result of maximum sum # of alternate sub-sequence # Stores sum of decreasing and # increasing sub-sequence dec = [ 0 for i in range (n + 1 )] # store sum of increasing and # decreasing sun-sequence inc = [ 0 for i in range (n + 1 )] # As per question, first element # must be part of solution. dec[ 0 ] = inc[ 0 ] = arr[ 0 ] flag = 0 # Traverse remaining elements of array for i in range ( 1 , n): for j in range (i): # IF current sub-sequence is decreasing the # update dec[j] if needed. dec[i] by current # inc[j] + arr[i] if (arr[j] > arr[i]): dec[i] = max (dec[i], inc[j] + arr[i]) # Revert the flag, if first # decreasing is found flag = 1 # If next element is greater but flag should be 1 # i.e. this element should be counted after the # first decreasing element gets counted elif (arr[j] < arr[i] and flag = = 1 ): # If current sub-sequence is # increasing then update inc[i] inc[i] = max (inc[i], dec[j] + arr[i]) # Find maximum sum in b/w inc[] and dec[] result = - 2147483648 for i in range (n): if (result < inc[i]): result = inc[i] if (result < dec[i]): result = dec[i] # Return maximum sum # alternate sun-sequence return result # Driver program arr = [ 8 , 2 , 3 , 5 , 7 , 9 , 10 ] n = len (arr) print ( "Maximum sum = " , maxAlternateSum(arr , n )) # This code is contributed by Anant Agarwal. |
C#
// C# program to find sum of maximum // sum alternating sequence starting with // first element. using System; class GFG { // Return sum of maximum // sum alternating // sequence starting with // arr[0] and is first // decreasing. static int maxAlternateSum( int []arr, int n) { if (n == 1) return arr[0]; // create two empty array that // store result of maximum sum // of alternate sub-sequence // stores sum of decreasing // and increasing sub-sequence int []dec = new int [n]; // store sum of increasing and // decreasing sun-sequence int []inc = new int [n]; // As per question, first // element must be part // of solution. dec[0] = inc[0] = arr[0]; int flag = 0 ; // Traverse remaining elements of array for ( int i = 1; i < n; i++) { for ( int j = 0; j < i; j++) { // IF current sub-sequence // is decreasing the // update dec[j] if needed. // dec[i] by current // inc[j] + arr[i] if (arr[j] > arr[i]) { dec[i] = Math.Max(dec[i], inc[j] + arr[i]); // Revert the flag , if // first decreasing // is found flag = 1; } // If next element is greater // but flag should be 1 // i.e. this element should // be counted after the // first decreasing element // gets counted else if (arr[j] < arr[i] && flag == 1) // If current sub-sequence // is increasing then update // inc[i] inc[i] = Math.Max(inc[i], dec[j] + arr[i]); } } // find maximum sum in b/w // inc[] and dec[] int result = int .MinValue; for ( int i = 0 ; i < n; i++) { if (result < inc[i]) result = inc[i]; if (result < dec[i]) result = dec[i]; } // return maximum sum // alternate sun-sequence return result; } // Driver Method public static void Main() { int []arr= {8, 2, 3, 5, 7, 9, 10}; Console.Write( "Maximum sum = " + maxAlternateSum(arr , arr.Length)); } } // This code is contributed by Nitin Mittal. |
PHP
<?php // PHP program to find sum of maximum // sum alternating sequence starting // with first element. // Return sum of maximum sum alternating // sequence starting with arr[0] and is // first decreasing. function maxAlternateSum( $arr , $n ) { if ( $n == 1) return $arr [0]; // create two empty array that store result // of maximum sum of alternate sub-sequence // stores sum of decreasing and // increasing sub-sequence $dec = array_fill (0, $n , 0); // store sum of increasing and // decreasing sun-sequence $inc = array_fill (0, $n , 0); // As per question, first element // must be part of solution. $dec [0] = $inc [0] = $arr [0]; $flag = 0; // Traverse remaining elements of array for ( $i = 1; $i < $n ; $i ++) { for ( $j = 0; $j < $i ; $j ++) { // IF current sub-sequence is decreasing // the update dec[j] if needed. dec[i] // by current inc[j] + arr[i] if ( $arr [ $j ] > $arr [ $i ]) { $dec [ $i ] = max( $dec [ $i ], $inc [ $j ] + $arr [ $i ]); // Revert the flag , if first // decreasing is found $flag = 1; } // If next element is greater but flag // should be 1 i.e. this element should // be counted after the first decreasing // element gets counted else if ( $arr [ $j ] < $arr [ $i ] && $flag == 1) // If current sub-sequence is increasing // then update inc[i] $inc [ $i ] = max( $inc [ $i ], $dec [ $j ] + $arr [ $i ]); } } // find maximum sum in b/w inc[] and dec[] $result = -(PHP_INT_MAX - 1); for ( $i = 0 ; $i < $n ; $i ++) { if ( $result < $inc [ $i ]) $result = $inc [ $i ]; if ( $result < $dec [ $i ]) $result = $dec [ $i ]; } // return maximum sum alternate sun-sequence return $result ; } // Driver Code $arr = array (8, 2, 3, 5, 7, 9, 10); $n = sizeof( $arr ); echo "Maximum sum = " , maxAlternateSum( $arr , $n ); // This code is contributed by Ryuga ?> |
Output:
Maximum sum = 25
Time Complexity : O(n2)
Auxiliary Space : O(n)
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