[LeetCode][JavaScript]Course Schedule

Course Schedule

There are a total of n courses you have to take, labeled from 0 to n - 1.

Some courses may have prerequisites, for example to take course 0 you have to first take course 1, which is expressed as a pair: [0,1]

Given the total number of courses and a list of prerequisite pairs, is it possible for you to finish all courses?

For example:

2, [[1,0]]

There are a total of 2 courses to take. To take course 1 you should have finished course 0. So it is possible.

2, [[1,0],[0,1]]

There are a total of 2 courses to take. To take course 1 you should have finished course 0, and to take course 0 you should also have finished course 1. So it is impossible.

Note:
The input prerequisites is a graph represented by a list of edges, not adjacency matrices. Read more about how a graph is represented.

click to show more hints.

Hints:
  1. This problem is equivalent to finding if a cycle exists in a directed graph. If a cycle exists, no topological ordering exists and therefore it will be impossible to take all courses.
  2. Topological Sort via DFS - A great video tutorial (21 minutes) on Coursera explaining the basic concepts of Topological Sort.
  3. Topological sort could also be done via BFS.

https://leetcode.com/problems/course-schedule/

 

 


 

 

选课,[m,n],选m的先决条件是要先选n。

拓扑排序,用DFS实现。

用邻接表建图。循环遍历建立所有节点,再循环所有的边把图建出来。

最后遍历所有的点进行DFS。

 

两个关键的哈希表:visited和visitedPath。

visited是DFS外层循环用的,访问过的点就不再访问了,节省时间;visitedPath是记录回溯的路径,这东西是本题的关键。

举例来说canFinish(4, [[1,0],[2,0],[3,1],[3,2]]) :

             

走0 -> 1 -> 3这条路的时候,会访问到3,visited[3]记成true了。

当走0 -> 2 -> 3的时候,如果只是看visited变量,3已经访问过了。

所以需要visitedPath记录当前路径上的点,当一条路走不通回溯的时候,visitedPath也需要回溯。

 

 1 /**
 2  * @param {number} numCourses
 3  * @param {number[][]} prerequisites
 4  * @return {boolean}
 5  */
 6 var canFinish = function(numCourses, prerequisites) {
 7     var map = {}, visited = {}, visitedPath = {};
 8     //build map
 9     for(i = 0; i < numCourses; i++){
10         map[i] = { index : i, next : [] };
11     }
12     //add edge
13     for(i = 0; i < prerequisites.length; i++){
14         map[prerequisites[i][1]].next.push(map[prerequisites[i][0]]);
15     }
16     //bfs
17     for(i = 0; i < numCourses; i++){
18         if(!visited[i]){
19             if(!bfs(map[i])){
20                 return false;
21             }    
22         }        
23     }
24     return true;
25 
26     function bfs(node){
27         visited[node.index] = true;
28         visitedPath[node.index] = true;
29         if(node.next.length > 0){
30             for(var i = 0; i < node.next.length; i++){
31                 if(visitedPath[node.next[i].index]){
32                     return false;
33                 } 
34                 if(!bfs(map[node.next[i].index])){
35                     return false;
36                 }
37             }
38         }
39         visitedPath[node.index] = false;
40         return true;
41     }
42 };

 

 

 

 

posted @ 2015-08-23 16:25  `Liok  阅读(699)  评论(0编辑  收藏  举报