【刷题-LeetCode】188 Best Time to Buy and Sell Stock IV

1. Best Time to Buy and Sell Stock IV

Say you have an array for which the i-th element is the price of a given stock on day i.

Design an algorithm to find the maximum profit. You may complete at most k transactions.

Note:

You may not engage in multiple transactions at the same time (ie, you must sell the stock before you buy again).

Example 1:

Input: [2,4,1], k = 2
Output: 2
Explanation: Buy on day 1 (price = 2) and sell on day 2 (price = 4), profit = 4-2 = 2.

Example 2:

Input: [3,2,6,5,0,3], k = 2
Output: 7
Explanation: Buy on day 2 (price = 2) and sell on day 3 (price = 6), profit = 6-2 = 4.
             Then buy on day 5 (price = 0) and sell on day 6 (price = 3), profit = 3-0 = 3.

解 动态规划

用一个二维矩阵trans，矩阵的列表示交易的价格，矩阵的行表示交易的次数，矩阵的值表示当前能够获得的最大利润

以允许3交易为例，考察第3天的最大利润trans[3][3]

• 第3天什么都不做，\(trans[3][3] = trans[3][2]\)
• 以第1天价格买入，第3天价格卖出，\(trans[3][3]=prices[3]-prices[1] + trans[2][1]\)
• 以第2天价格买入，第3天价格卖出，\(trans[3][3]=prices[3]-prices[2] + trans[2][2]\)

取最大值即为结果。实现如下：

用两个数组buy和sell来分别表示第i次买入交易的最大收益值和第i次卖出交易的最大收益值

１．第ｉ次买操作买下当前股票之后剩下的最大利润为第(i-1)次卖掉股票之后的利润－当前的股票价格．状态转移方程为：

　　　　buy[i] = max(sell[i-1]- curPrice, buy[i]);

２．第ｉ次卖操作卖掉当前股票之后剩下的最大利润为第ｉ次买操作之后剩下的利润＋当前股票价格．状态转移方程为：

　　　　sell[i] = max(buy[i]+curPrice, sell[i]);

class Solution {
public:
    int maxProfit(int k, vector<int>& prices) {
        if(prices.size() ==0) return 0;
        int len = prices.size(), ans =0;
        if(k >= len/2){
            for(int i = 1; i < len; i++)
                if(prices[i]-prices[i-1]>0)ans += prices[i]-prices[i-1];
            return ans;
        }
        vector<int> buy(len+1, INT_MIN), sell(len+1, 0);
        for(auto val: prices)
        {
            for(int i =1; i <= k; i++)
            {
                buy[i] = max(sell[i-1]-val, buy[i]);
                sell[i] = max(buy[i]+val, sell[i]);
            }
        }
        return sell[k];
    }
};

Best Time to Buy and Sell Stock II

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[Best Time to Buy and Sell Stock IV](