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Posts tagged as “topological sort”

花花酱 LeetCode 802. Find Eventual Safe States

Problem

https://leetcode.com/problems/find-eventual-safe-states/description/

题目大意:给一个有向图,找出所有不可能进入环的节点。

In a directed graph, we start at some node and every turn, walk along a directed edge of the graph.  If we reach a node that is terminal (that is, it has no outgoing directed edges), we stop.

Now, say our starting node is eventually safe if and only if we must eventually walk to a terminal node.  More specifically, there exists a natural number K so that for any choice of where to walk, we must have stopped at a terminal node in less than K steps.

Which nodes are eventually safe?  Return them as an array in sorted order.

The directed graph has N nodes with labels 0, 1, ..., N-1, where N is the length of graph.  The graph is given in the following form: graph[i] is a list of labels j such that (i, j) is a directed edge of the graph.

Example:
Input: graph = [[1,2],[2,3],[5],[0],[5],[],[]]
Output: [2,4,5,6]
Here is a diagram of the above graph.

Illustration of graph

Note:

  • graph will have length at most 10000.
  • The number of edges in the graph will not exceed 32000.
  • Each graph[i] will be a sorted list of different integers, chosen within the range [0, graph.length - 1].

Idea: Finding Cycles

Solution 1: DFS

 A node is safe if and only if: itself and all of its neighbors do not have any cycles.

Time complexity: O(V + E)

Space complexity: O(V + E)

Related Problems

花花酱 LeetCode 210. Course Schedule II

Problem

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, return the ordering of courses you should take to finish all courses.

There may be multiple correct orders, you just need to return one of them. If it is impossible to finish all courses, return an empty array.

For example:

There are a total of 2 courses to take. To take course 1 you should have finished course 0. So the correct course order is [0,1]

There are a total of 4 courses to take. To take course 3 you should have finished both courses 1 and 2. Both courses 1 and 2 should be taken after you finished course 0. So one correct course order is [0,1,2,3]. Another correct ordering is[0,2,1,3].

Note:

  1. The input prerequisites is a graph represented by a list of edges, not adjacency matrices. Read more about how a graph is represented.
  2. You may assume that there are no duplicate edges in the input prerequisites.

题目大意:

给你一些课程和它的先修课程,让你输出修课顺序。如果无法修完所有课程,返回空数组。


Idea

Topological sorting

拓扑排序

Solution 1: Topological Sorting

Time complexity: O(V+E)

Space complexity: O(V+E)

C++

Java

Related Problems:

花花酱 LeetCode 207. Course Schedule

Problem:

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:

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

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.



Idea:

Finding cycles O(n^2) -> Topological sort O(n)

Solution 1: Topological Sort

C++

Java



Solution 2: DFS Finding cycles

Time complexity: O(n^2)

Space complexity: O(n)

C++

Related Pr0blems: