Max Dot Product of Two Subsequences โ€” Algorithm Visualization & Coding Challenge

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Understanding Max Dot Product of Two Subsequences
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Problem Overview

๐Ÿงฎ Max Dot Product of Two Subsequences

Difficulty: ๐Ÿ”ด Hard
Topics: Dynamic Programming


๐Ÿ“˜ Problem Statement

You are given two integer arrays:

  • nums1
  • nums2

Your task is to return the maximum dot product between non-empty subsequences of nums1 and nums2 that have the same length.


๐Ÿ” Definition

๐Ÿ”น Subsequence

A subsequence is formed by deleting zero or more elements from an array without changing the relative order of the remaining elements.

โœ… Valid: [2,3,5] from [1,2,3,4,5]
โŒ Invalid: [1,5,3]


โœ–๏ธ Dot Product

For two arrays of equal length:

[aโ‚, aโ‚‚, ..., aโ‚–] ยท [bโ‚, bโ‚‚, ..., bโ‚–]
= aโ‚ร—bโ‚ + aโ‚‚ร—bโ‚‚ + ... + aโ‚–ร—bโ‚–

๐Ÿงช Examples

โœ… Example 1

Input:
nums1 = [2,1,-2,5]
nums2 = [3,0,-6]

Output:
18

Explanation:
Choose subsequences [2, -2] and [3, -6]

(2 ร— 3) + (-2 ร— -6) = 6 + 12 = 18

โœ… Example 2

Input:
nums1 = [3, -2]
nums2 = [2, -6, 7]

Output:
21

Explanation:
Choose subsequences [3] and [7]

3 ร— 7 = 21

โš ๏ธ Example 3

Input:
nums1 = [-1, -1]
nums2 = [1, 1]

Output:
-1

Explanation:
Choose subsequences [-1] and [1]

-1 ร— 1 = -1

๐Ÿ“ Constraints

ConstraintValue
Array Length1 โ‰ค nums1.length, nums2.length โ‰ค 500
Element Range-1000 โ‰ค nums1[i], nums2[i] โ‰ค 1000

๐Ÿ’ก Hint

This is a Dynamic Programming problem where handling negative values carefully is crucial.
A greedy approach will not work.


โœจ Perfect problem to master DP with edge cases!

โ€” Written by Saurabh Patil โ€ข B.Tech CSE โ€ข Software Developer

Categories
dp
leetcode-problem-of-the-day
java
Reference Link
https://leetcode.com/problems/max-dot-product-of-two-subsequences/description

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