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我們經(jīng)常會遇到這樣一類問題,比如有一些物品,每個物品都有兩個屬性,其中每個屬性都是可比的,比如我們有一摞圓形燒餅,每個燒餅有直徑和重量兩個屬性,且這兩個屬性不相關(guān)。那么我們?nèi)绾螌⑦@些燒餅分成盡量少的堆,使得每堆燒餅都可以滿足質(zhì)量和直徑均單調(diào)增(或者單調(diào)減)?
首先直觀的想法是第一步肯定得按照質(zhì)量(或者直徑,均可)從小到大排序。排序完成之后質(zhì)量已經(jīng)滿足要求了,但是直徑并不一定也按照遞增排好序了。該如何將該按質(zhì)量排好序的序列分成最少數(shù)量的若干個子序列,使得子序列能夠同時按照直徑遞增排列?
這時候Dilworth定理就派上用場了。
Dilworth定理大概意思是說:對于一個偏續(xù)集(X,<=),其最少鏈劃分數(shù)等于其最長反鏈的長度。其中鏈的意思是滿足a1<=a2<=a3<=...<=ai的i個偏序集中的元素。這里的<=并不一定是小于等于的意思,只是表達的是一種偏序關(guān)系。
Dilworth定理的證明就不說了,網(wǎng)上有現(xiàn)成的證明。
下面說說利用Dilworth定理來解決上面提到的問題。
心急的C小加問題摘自http://acm.nyist.net/JudgeOnline/problem.php?pid=236 
該問題和上面提到的燒餅問題類似,只不過改成了木棒,它要求將一堆木棒分成最少的堆數(shù),使得每小堆木棒都能夠按照長度和質(zhì)量均遞增的順序排列。典型的Dilworth定理問題。
其實講木棒按照長度遞增排列之后,對質(zhì)量的處理就成了尋找最長遞減子序列的問題了。該問題有O(nlogn)的解法,不過先看O(n2)的解法:

 1 #include <cstdio>                                                                  
 2 #include <cstring>                                                                 
 3 #include <cstdlib>                                                                 
 4                                                                                    
 5 #define MAX 5005                                                                   
 6                                                                                    
 7 typedef struct {                                                                   
 8   int weight;                                                                      
 9   int length;                                                                      
10 }STICK;                                                                            
11                                                                                    
12 STICK sticks[MAX];                                                                 
13 //cur_maxlen_include_i[i]代表包含元素sticks[i].length的遞減子序列的長度            
14 int cur_maxlen_include_i[MAX];                                                     
15 //cur_max_minelem[i]代表長度為i的遞減子序列的最小元素的最大值                      
16 int cur_max_minelem[MAX];                                                          
17                                                                                    
18 int cmp(const void *a, const void *b) {                                            
19   STICK *x = (STICK *)a;                                                           
20   STICK *y = (STICK *)b;                                                           
21   if (x->length != y->length) {                                                    
22     return x->length - y->length;                                                  
23   } else {                                                                         
24     return x->weight - y->weight;                                                  
25   }                                                                                
26 }                                                                                  
27                                                                                    
28 int main() {
29   int T;                                                                           
30   scanf("%d", &T);                                                                 
31   while (T--) {
32     int N;                                                                         
33     int i, j;                                                                   
34     scanf("%d", &N);                                                            
35     for (i = 0; i < N; ++i) {                                                   
36       scanf("%d%d", &(sticks[i].length), &(sticks[i].weight));                  
37     }                                                                           
38     qsort(sticks, N, sizeof(STICK), cmp);                                       
39                                                                                 
40     //求最長遞減子序列                                                          
41     memset(cur_maxlen_include_i, 0, sizeof(int) * MAX);                         
42     memset(cur_max_minelem, 0, sizeof(int) * MAX);                              
43                                                                                 
44     cur_maxlen_include_i[0] = 1;                                                
45     cur_max_minelem[1] = sticks[0].weight;                                      
46                                                                                 
47     int cur_maxlen = 1;                                                         
48     for (i = 1; i < N; ++i) {                                                   
49       cur_maxlen_include_i[i] = 1;                                              
50       for (j = cur_maxlen; j > 0; --j) {                                        
51         if (cur_max_minelem[j] > sticks[i].weight) {                            
52           cur_maxlen_include_i[i] = j + 1;                                      
53           break;                                                                
54         }                                                                       
55       }                                                                         
56       if (cur_maxlen_include_i[i] > cur_maxlen) {                               
57         cur_maxlen = cur_maxlen_include_i[i];                                   
58         cur_max_minelem[cur_maxlen] = sticks[i].weight;                         
59       } else if (cur_max_minelem[cur_maxlen_include_i[i]] < sticks[i].weight) { 
60         cur_max_minelem[cur_maxlen_include_i[i]] = sticks[i].weight;            
61       }
62     }                                                                           
63     printf("%d\n", cur_maxlen);                                                 
64   }                                                                             
65   return 0;                                                                     
66 }

該程序提交后運行時間為228ms
接下來是采用二分加速來查找最長遞減子序列,程序如下:

 1 #include <cstdio>                                                               
 2 #include <cstring>                                                              
 3 #include <cstdlib>                                                              
 4                                                                                 
 5 #define MAX 5005                                                                
 6                                                                                 
 7 typedef struct {                                                                
 8   int weight;                                                                   
 9   int length;                                                                   
10 }STICK;                                                                         
11                                                                                 
12 STICK sticks[MAX];                                                              
13 //cur_maxlen_include_i[i]代表包含元素sticks[i].length的遞減子序列的長度         
14 int cur_maxlen_include_i[MAX];                                                  
15 //cur_max_minelem[i]代表長度為i的遞減子序列的最小元素的最大值                   
16 int cur_max_minelem[MAX];                                                       
17                                                                                 
18 int cmp(const void *a, const void *b) {                                         
19   STICK *x = (STICK *)a;                                                        
20   STICK *y = (STICK *)b;                                                        
21   if (x->length != y->length) {                                                 
22     return x->length - y->length;                                               
23   } else {                                                                      
24     return x->weight - y->weight;                                               
25   }                                                                             
26 }                                                                               
27                                                                                 
28 int main() {                          
29   int T;                                                                        
30   scanf("%d", &T);                                                              
31   while (T--) {                                                                 
32     int N;                                                                      
33     int i, j;                                                                   
34     scanf("%d", &N);                                                            
35     for (i = 0; i < N; ++i) {                                                   
36       scanf("%d%d", &(sticks[i].length), &(sticks[i].weight));                  
37     }                                                                           
38     qsort(sticks, N, sizeof(STICK), cmp);
39                                                                                 
40     //求最長遞減子序列                                                          
41     memset(cur_maxlen_include_i, 0, sizeof(int) * MAX);                         
42     memset(cur_max_minelem, 0, sizeof(int) * MAX);                              
43                                                                                 
44     cur_maxlen_include_i[0] = 1;                                                
45     cur_max_minelem[1] = sticks[0].weight;                                      
46                                                                                 
47     int cur_maxlen = 1;                                                         
48     for (i = 1; i < N; ++i) {
49       cur_maxlen_include_i[i] = 1;                                              
50       int low = 1;                                                              
51       int high = cur_maxlen;                                                    
52       while (low < high - 1) {                                                  
53         int mid = (low + high) >> 1;                                            
54         if (cur_max_minelem[mid] > sticks[i].weight) {                          
55           low = mid;                                                            
56         } else {                                                                
57           high = mid;                                                           
58         }                                                                       
59       }                                                                         
60       if (cur_max_minelem[low] > sticks[i].weight) {                            
61         cur_maxlen_include_i[i] = low + 1;                                      
62       }                                                                         
63       if (cur_max_minelem[high] > sticks[i].weight) {                           
64         cur_maxlen_include_i[i] = high + 1;                                     
65       }                                                                         
66       if (cur_maxlen_include_i[i] > cur_maxlen) {                               
67         cur_maxlen = cur_maxlen_include_i[i];                                   
68         cur_max_minelem[cur_maxlen] = sticks[i].weight;                         
69       } else if (cur_max_minelem[cur_maxlen_include_i[i]] < sticks[i].weight) { 
70         cur_max_minelem[cur_maxlen_include_i[i]] = sticks[i].weight;            
71       }                                                                         
72     }                                                                           
73     printf("%d\n", cur_maxlen);                                                 
74   }                                                                             
75   return 0;                                                                     
76 }

二分加速提交后運行時間反而為264ms,運行時間慢了,說明題目的測試數(shù)據(jù)可能并不十分均勻。
posted on 2012-09-18 16:47 myjfm 閱讀(540) 評論(0)  編輯 收藏 引用 所屬分類: 算法基礎(chǔ)
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