1770. Maximum Score from Performing Multiplication Operations
Explanation
To solve this problem, we can use dynamic programming with memoization. We can define a function that takes two pointers left
and index
to represent the current state of the arrays. At each step, we have two choices: either pick the element at the left
pointer from the start of nums
or pick the element at the left
pointer from the end of nums
. We can calculate the score for both choices recursively and keep track of the maximum score obtained.
We use a 2D memoization array to store the scores previously calculated to avoid redundant calculations. The state can be represented by two pointers left
and index
, where left
ranges from 0 to m
and index
ranges from 0 to n
. The base case is when left
reaches m
, we return 0, and otherwise, we calculate the score recursively based on the two choices mentioned above.
The time complexity of this approach is O(m^2) because there are m * n states to compute, and each state involves constant time operations. The space complexity is also O(m^2) due to the memoization array.
class Solution {
public int maximumScore(int[] nums, int[] multipliers) {
int m = multipliers.length;
int n = nums.length;
int[][] memo = new int[m + 1][m + 1];
return dfs(nums, multipliers, 0, 0, m, memo);
}
private int dfs(int[] nums, int[] multipliers, int left, int index, int m, int[][] memo) {
if (index == m) {
return 0;
}
if (memo[left][index] != 0) {
return memo[left][index];
}
int pickStart = multipliers[index] * nums[left] + dfs(nums, multipliers, left + 1, index + 1, m, memo);
int pickEnd = multipliers[index] * nums[nums.length - (index - left) - 1] + dfs(nums, multipliers, left, index + 1, m, memo);
memo[left][index] = Math.max(pickStart, pickEnd);
return memo[left][index];
}
}
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