DP
public int maxProfit(int k, int[] prices) {
int len = prices.length;
if (k >= len / 2) {
return quickSolve(prices);
}
int[][] dp = new int[k + 1][len];
for (int i = 1; i <= k; i++) {
int tmpMax = -prices[0];
for (int j = 1; j < len; j++) {
// Sell the stock at j: not sell/sell.
dp[i][j] = Math.max(dp[i][j - 1], tmpMax + prices[j]);
// Buy the stock: not buy/buy.
tmpMax = Math.max(tmpMax, dp[i - 1][j - 1] - prices[j]);
}
}
return dp[k][len - 1];
}
private int quickSolve(int[] prices) {
int len = prices.length, profit = 0;
for (int i = 1; i < len; i++)
// as long as there is a price gap, we gain a profit.
if (prices[i] > prices[i - 1]) {
profit += prices[i] - prices[i - 1];
}
return profit;
}