Paint House II
There are a row of n
houses, each house can be painted with one of the k
colors. The cost of painting each house with a certain color is different. You have to paint all the houses such that no two adjacent houses have the same color.
The cost of painting each house with a certain color is represented by a n
x k
cost matrix. For example, costs[0][0]
is the cost of painting house 0
with color 0
; costs[1][2]
is the cost of painting house 1
with color 2
, and so on... Find the minimum cost to paint all houses.
All costs are positive integers.Have you met this question in a real interview? YesProblem Correction
Example
Given n
= 3, k
= 3, costs
= [[14,2,11],[11,14,5],[14,3,10]]
return 10
house 0 is color 2, house 1 is color 3, house 2 is color 2, 2 + 5 + 3 = 10
Challenge
Could you solve it in O(nk)?
这题的解法的思路还是用DP,但是在找不同颜色的最小值不是遍历所有不同颜色,而是用min1和min2来记录之前房子的最小和第二小的花费的颜色,如果当前房子颜色和min1相同,那么我们用min2对应的值计算,反之我们用min1对应的值,这种解法实际上也包含了求次小值的方法,感觉也是一种很棒的解题思路,参见代码如下:
public class Solution {
/**
* @param costs: n x k cost matrix
* @return: an integer, the minimum cost to paint all houses
*/
public int minCostII(int[][] costs) {
// write your code here
if(costs == null || costs.length == 0 || costs[0].length == 0)
return 0;
int[][] dp = new int[costs.length][costs[0].length];
int min1 = -1, min2 = -1;
for (int i = 0; i < costs.length; i++ ){
int last1 = min1, last2 = min2;
min1 = -1;
min2 = -1;
for(int j = 0; j < costs[0].length; j++){
if(j != last1){
dp[i][j] = costs[i][j] + (last1 < 0 ? 0 : dp[i-1][last1]);
}
else{
dp[i][j] = costs[i][j] + (last2 < 0 ? 0 : dp[i-1][last2]);
}
if(min1 < 0 || dp[i][j] < dp[i][min1]){
min2 = min1;
min1 = j;
}
else if(min2 < 0 || dp[i][j] < dp[i][min2]){
min2 = j;
}
}
}
return dp[costs.length-1][min1];
}
}
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