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Leetcode: Paint House II

时间:2015-12-23 14:30:27      阅读:393      评论:0      收藏:0      [点我收藏+]

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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.

Note:
All costs are positive integers.

Follow up:
Could you solve it in O(nk) runtime?

Time Complexity: O(n*k*k)

 1 public class Solution {
 2     public int minCostII(int[][] costs) {
 3         if (costs==null || costs.length==0 || costs[0].length==0) return 0;
 4         int n = costs.length;
 5         int k = costs[0].length;
 6         int[][] dp = new int[n][k];
 7         for (int j=0; j<k; j++) {
 8             dp[0][j] = costs[0][j];
 9         }
10         
11         for (int i=1; i<n; i++) {
12             for (int j=0; j<k; j++) {
13                 int min = Integer.MAX_VALUE;
14                 for (int t=0; t<k; t++) {
15                     min = (t==j)? min : Math.min(min, dp[i-1][t]);
16                 }
17                 dp[i][j] = min + costs[i][j];
18             }
19         }
20         
21         int res = Integer.MAX_VALUE;
22         for (int j=0; j<k; j++) {
23             res = Math.min(res, dp[n-1][j]);
24         }
25         return res;
26     }
27 }

Time Complexity O(n*k) 的方法参考:http://buttercola.blogspot.com/2015/09/leetcode-paint-house-ii.html(未深究)

 1 public class Solution {
 2     public int minCostII(int[][] costs) {
 3         if (costs == null || costs.length == 0) {
 4             return 0;
 5         }
 6          
 7         int n = costs.length;
 8         int k = costs[0].length;
 9          
10         // dp[j] means the min cost for color j
11         int[] dp = new int[k];
12         int min1 = 0;
13         int min2 = 0;
14  
15         for (int i = 0; i < n; i++) {
16             int oldMin1 = min1;
17             int oldMin2 = min2;
18              
19             min1 = Integer.MAX_VALUE;
20             min2 = Integer.MAX_VALUE;
21              
22             for (int j = 0; j < k; j++) {
23                 if (dp[j] != oldMin1 || oldMin1 == oldMin2) {
24                     dp[j] = oldMin1 + costs[i][j];
25                 } else {
26                     dp[j] = oldMin2 + costs[i][j];
27                 }
28                  
29                 if (min1 <= dp[j]) {
30                     min2 = Math.min(min2, dp[j]);
31                 } else {
32                     min2 = min1;
33                     min1 = dp[j];
34                 }
35             }
36              
37         }
38          
39         return min1;
40     }
41 }

 

还有Space O(k) 1-D DP方法:(未深究)

 1 public class Solution {
 2     public int minCostII(int[][] costs) {
 3         if (costs == null || costs.length == 0) {
 4             return 0;
 5         }
 6          
 7         int n = costs.length;
 8         int k = costs[0].length;
 9          
10         // dp[j] means the min cost for color j
11         int[] dp1 = new int[k];
12         int[] dp2 = new int[k];
13          
14         // Initialization
15         for (int i = 0; i < k; i++) {
16             dp1[i] = costs[0][i];
17         }
18          
19         for (int i = 1; i < n; i++) {
20             for (int j = 0; j < k; j++) {
21                 dp2[j] = Integer.MAX_VALUE;
22                 for (int m = 0; m < k; m++) {
23                     if (m != j) {
24                         dp2[j] = Math.min(dp1[m] + costs[i][j], dp2[j]);
25                     }
26                 }
27             }
28              
29             for (int j = 0; j < k; j++) {
30                 dp1[j] = dp2[j];
31             }
32         }
33          
34         // Final state
35         int minCost = Integer.MAX_VALUE;
36         for (int i = 0; i < k; i++) {
37             minCost = Math.min(minCost, dp1[i]);
38         }
39          
40         return minCost;
41     }
42 }

 

Leetcode: Paint House II

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原文地址:http://www.cnblogs.com/EdwardLiu/p/5069692.html

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