714. Best Time to Buy and Sell Stock with Transaction Fee

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714. Best Time to Buy and Sell Stock with Transaction Fee

Your are given an array of integers prices, for which the i-th element is the price of a given stock on day i; and a non-negative integer fee representing a transaction fee.

You may complete as many transactions as you like, but you need to pay the transaction fee for each transaction. You may not buy more than 1 share of a stock at a time (ie. you must sell the stock share before you buy again.)

Return the maximum profit you can make.

Example 1:

Input: prices = [1, 3, 2, 8, 4, 9], fee = 2Output: 8Explanation: The maximum profit can be achieved by: - Buying at prices[0] = 1 - Selling at prices[3] = 8 - Buying at prices[4] = 4 - Selling at prices[5] = 9The total profit is ((8 - 1) - 2) + ((9 - 4) - 2) = 8.

Note:
- 0 < prices.length <= 50000.
- 0 < prices[i] < 50000.
- 0 <= fee < 50000.

解析:
此问题可以使用动态规划来解决,对于动态规划问题,我们首先要找到问题的状态变化。
从题目来看,可以分析出,在买卖股票的过程中,我只有两种状态,第一种是我持有一只股票,第二种是我没有股票。
那么,我假设

S0 = 我手头没有股票的利润S1 = 我手头有股票的利润

由此能够写出递推式

S0 = max(s0, s1 + p);S1 = max(s1, s0 - p - fee);

由于我最后一个状态一定是手头上没有股票的,因此递推的结果就是S0的值。

代码:

class Solution {public:    int maxProfit(vector<int>& prices, int fee) {        int s0 = 0, s1 = INT_MIN;         for(int p:prices) {            int tmp = s0;            s0 = max(s0, s1+p);            s1 = max(s1, tmp-p-fee);        }        return s0;    }};
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