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  • [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 };
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  • 原文地址:https://www.cnblogs.com/Liok3187/p/4752700.html
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