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

待我称王封你为后i 2022-05-30 06:25 136阅读 0赞

> 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 = 2
    Output: 8
    Explanation: 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] = 9
    The total profit is ((8 - 1) - 2) + ((9 - 4) - 2) = 8.
    Note:
    
    0 < prices.length <= 50000.
    0 < prices[i] < 50000.
    0 <= fee < 50000.

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**题目描述**：给出一组股票价格的数组，买卖的次数不限，每次买入必须在卖出之后，而且要收取一定的手续费，求最大的收益方法

**思路**：这是一道动态规划的问题，这种问题，一般当前的收益与前一天有关，所以只有两种状态就是买和卖，其中hold就是收益 nothold就是买入就是持有股票数最大

买：hold = Math.max(hold, notHold - prices[i]);
    卖：notHold = Math.max(notHold, hold + prices[i] - fee);

这里就需要hold 和 nothold的初始值，最终输出hold, 因为最后一天手里是没有股票的

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在讨论区还看到了一种非常好的方法，就是使用了栈来求出最大的收益  
思路是在栈中保存了\[ buy , sell\]， 当sell 为0 的时候表示没有卖出  
遍历数组，记录当前的价格为price

*  当栈顶交易sell 为 0 ，并且 price <= buy 将栈顶buy 替换为price
 *  当price >= max(sell,buy+free) 则替换栈顶sell 为 price
 *  否则 将\[price , 0\] 压栈

当栈元素>1 并且合并栈顶的两组交易可以获得最大收益的时候，将栈顶的两个交易合并

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public int maxProfit(int[] prices, int fee) {
    
            if (prices == null || prices.length <= 1) {
                return 0;
            }
    
            int len = prices.length;
            int hold = -prices[0];
            int notHold = 0;
    
            for (int i = 1; i < prices.length; i++) {
                hold = Math.max(hold, notHold - prices[i]);
                notHold = Math.max(notHold, hold + prices[i] - fee);
            }
    
            return notHold;
        }