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dp/maximum-product-subarray

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2023-12-01

Maximum Product Subarray

描述

Find the contiguous subarray within an array (containing at least one number) which has the largest product.

For example, given the array [2,3,-2,4], the contiguous subarray [2,3] has the largest product = 6.

分析

这题跟“最大连续子序列和”非常类似,只不过变成了“最大连续子序列积”,所以解决思路也很类似。

仅仅有一个小细节需要注意,就是负负得正,两个负数的乘积是正数,因此我们不仅要跟踪最大值,还要跟踪最小值。

动规

// maximum-product-subarray
// 时间复杂度O(n),空间复杂度O(1)
public class Solution {
    public int maxProduct(int[] nums) {
        int maxLocal = nums[0];
        int minLocal = nums[0];
        int global = nums[0];

        for(int i = 1; i < nums.length; i++){
            int temp = maxLocal;
            maxLocal = Math.max(Math.max(nums[i] * maxLocal, nums[i]), nums[i] * minLocal);
            minLocal = Math.min(Math.min(nums[i] * temp, nums[i]), nums[i] * minLocal);
            global = Math.max(global, maxLocal);
        }
        return global;
    }
}
// maximum-product-subarray
// 时间复杂度O(n),空间复杂度O(1)
class Solution {
public:
    int maxProduct(vector<int>& nums) {
        int maxLocal = nums[0];
        int minLocal = nums[0];
        int global = nums[0];

        for(int i = 1; i < nums.size(); i++){
            int temp = maxLocal;
            maxLocal = max(max(nums[i] * maxLocal, nums[i]), nums[i] * minLocal);
            minLocal = min(min(nums[i] * temp, nums[i]), nums[i] * minLocal);
            global = max(global, maxLocal);
        }
        return global;
    }
};

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