1129 Recommendation System

Posted 2021-01-17 lokwongho

1129 Recommendation System （25 分）

Recommendation system predicts the preference that a user would give to an item. Now you are asked to program a very simple recommendation system that rates the user‘s preference by the number of times that an item has been accessed by this user.

Input Specification:

Each input file contains one test case. For each test case, the first line contains two positive integers: N (≤ 50,000), the total number of queries, and K (≤ 10), the maximum number of recommendations the system must show to the user. Then given in the second line are the indices of items that the user is accessing -- for the sake of simplicity, all the items are indexed from 1 to N. All the numbers in a line are separated by a space.

Output Specification:

For each case, process the queries one by one. Output the recommendations for each query in a line in the format:

where query is the item that the user is accessing, and rec[i] (i=1, ... K) is the i-th item that the system recommends to the user. The first K items that have been accessed most frequently are supposed to be recommended in non-increasing order of their frequencies. If there is a tie, the items will be ordered by their indices in increasing order.

Note: there is no output for the first item since it is impossible to give any recommendation at the time. It is guaranteed to have the output for at least one query.

知识点：STL的使用，排序

思路：每一次输入后，都要让所有元素有序。如果利用线性结构，那么他的时间复杂度是O(n)，在数据量大的时候也是不行的。利用STL的set，插入的时间复杂度降为O(logN)

 1 #include <cstdio>
 2 #include <set>
 3 using namespace std;
 4 const int maxn = 500050;
 5 
 6 int clickTime[maxn];
 7 struct nodetype{
 8     int v,cnt;
 9     nodetype(int a,int b) : v(a), cnt(b) {}
10     bool operator < (const nodetype &a) const    {
11         return (cnt!=a.cnt)?cnt>a.cnt:v<a.v;
12     }    
13 };
14 
15 int main(int argc, char *argv[]) {
16     fill(clickTime,clickTime+maxn,0);
17     
18     int n,k,tmp;
19     scanf("%d %d",&n,&k);
20     set<nodetype> s;
21     for(int i=1;i<=n;i++){
22         scanf("%d",&tmp);
23         if(i!=1){
24             printf("%d:",tmp);
25             int cnt=0;
26             for(auto it=s.begin();cnt<k&&it!=s.end();it++){
27                 printf(" %d",it->v);
28                 cnt++;
29             }
30             printf("
");
31         }
32         
33         auto it = s.find(nodetype(tmp,clickTime[tmp]));
34         if(it!=s.end()){
35             s.erase(nodetype(tmp,clickTime[tmp]));
36         }
37         s.insert(nodetype(tmp,clickTime[tmp]+1));
38         clickTime[tmp]++;
39     }
40 }