Competitive ProgrammingHard

Maximum Sum Increasing Subsequence

Detailed guide and Python implementation for the 'Maximum Sum Increasing Subsequence' problem.

Problem Statement

Hard

Write a function max_sum_is(arr) that returns the maximum sum of any increasing subsequence in an array of integers arr.

Constraints
  • 1 <= len(arr) <= 1000
  • -10^4 <= arr[i] <= 10^4

Examples

Example 1
Input
max_sum_is([1, 101, 2, 3, 100, 4, 5])
Output
106
Explanation

The increasing subsequence with the maximum sum is [1, 2, 3, 100] which sums to 106.

Example 2
Input
max_sum_is([3, 4, 5, 10])
Output
22
Explanation

The increasing subsequence is the array itself, summing to 22.

Need a Hint?
Consider using Dynamic Programming-specific data structures like sets or heaps.
Edge Cases to Watch
  • Empty input structures
  • Single element inputs
  • Large numerical bounds

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