leetcode 121. Best Time to Buy and Sell Stock

股票买卖最佳时机算法
本文介绍了一种解决LeetCode上121题“Best Time to Buy and Sell Stock”的算法实现。该算法通过动态规划求解最大利润,使用dp数组记录每一天交易的最大利润,并维护一个变量记录遇到的最低股价。通过迭代计算每天的最大利润并更新最低股价,最终得到最大利润。
/*
leetcode 121. Best Time to Buy and Sell Stock

ay you have an array for which the ith element is the price of a given stock on day i.

If you were only permitted to complete at most one transaction (ie, buy one and sell one share of the stock), design an algorithm to find the maximum profit.

Example 1:
Input: [7, 1, 5, 3, 6, 4]
Output: 5

max. difference = 6-1 = 5 (not 7-1 = 6, as selling price needs to be larger than buying price)
Example 2:
Input: [7, 6, 4, 3, 1]
Output: 0

In this case, no transaction is done, i.e. max profit = 0.

解题思路:
用dp[i]表示prices[0...i]的最大利润,minPrice是prices[0...i-1]的最小值,
那么:dp[i] = max{dp[i-1], prices[i]-minPrice}
*/

#include <iostream>
#include <string>
#include <vector>

using namespace std;

class Solution {
public:
    int maxProfit(vector<int>& prices)
    {
        if (prices.size() == 0)
            return 0;
        int minPrice = prices[0];       //0...i的最低价格
        vector<int> dp(prices.size(), 0);   //dp[i]为0...i的最大利润
        dp[0] = 0;
        for (int i = 1; i < prices.size(); ++i)
        {
            if (prices[i] - minPrice > dp[i - 1])   //计算dp[i]
                dp[i] = prices[i] - minPrice;
            else
                dp[i] = dp[i - 1];
            if (prices[i] < minPrice)       //更新minPrice
                minPrice = prices[i];
        }

        return dp[prices.size()-1];
    }
};

void test()
{
    vector<int> nums{ 7, 1, 5, 3, 6, 4 };
    vector<int> nums1{ 7, 6, 4, 3, 1 };
    Solution sol;
    cout << sol.maxProfit(nums) << endl;
    cout << sol.maxProfit(nums1) << endl;
}

int main()
{
    test();

    return 0;
}
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