首页 > 代码库 > LintCode Find the Weak Connected Component in the Directed Graph

LintCode Find the Weak Connected Component in the Directed Graph

2024-09-03 00:07:08   217人阅读

 原题链接在这里：http://www.lintcode.com/en/problem/find-the-weak-connected-component-in-the-directed-graph/

题目：

Find the number Weak Connected Component in the directed graph. Each node in the graph contains a label and a list of its neighbors. (a connected set of a directed graph is a subgraph in which any two vertices are connected by direct edge path.)

Notice

Sort the element in the set in increasing order

Example

Given graph:

A----->B  C
 \     |  | 
  \    |  |
   \   |  |
    \  v  v
     ->D  E <- F

Return {A,B,D}, {C,E,F}. Since there are two connected component which are {A,B,D} and {C,E,F}

题解：

是Union Find类题目. 用HashMap 的key -> value对应关系来维护child -> parent关系.

对于每一组node -> neighbor都当成 child -> parent的关系利用forest union起来.

再用resHashMap 来记录每一个root 和 这个root对应的所有children, 包括root本身, 对应关系.

最后把resHashMap.values() 挨个排序后加到res中.

Time Complexity: O(nlogn). n=hs.size(). 就是所有点的个数.

得到hs用了O(n). forest union用了 O(nlogn). 得到resHashMap用了O(nlogn). 得到res用了O(nlogn).

Space: O(n).

AC Java:

 1 /**
 2  * Definition for Directed graph.
 3  * class DirectedGraphNode {
 4  *     int label;
 5  *     ArrayList<DirectedGraphNode> neighbors;
 6  *     DirectedGraphNode(int x) { label = x; neighbors = new ArrayList<DirectedGraphNode>(); }
 7  * };
 8  */
 9 public class Solution {
10     public List<List<Integer>> connectedSet2(ArrayList<DirectedGraphNode> nodes) {
11 
12         List<List<Integer>> res = new ArrayList<List<Integer>>();
13         if(nodes == null || nodes.size() == 0){
14             return res;
15         }
16         
17         HashSet<Integer> hs = new HashSet<Integer>();
18         for(DirectedGraphNode node : nodes){
19             hs.add(node.label);
20             for(DirectedGraphNode neigh : node.neighbors){
21                 hs.add(neigh.label);
22             }
23         }
24         
25         UnionFind forest = new UnionFind(hs);
26         for(DirectedGraphNode node : nodes){
27             for(DirectedGraphNode neigh : node.neighbors){
28                 forest.union(node.label, neigh.label);
29             }
30         }
31         
32         HashMap<Integer, List<Integer>> resHashMap = new HashMap<Integer, List<Integer>>();
33         for(int i : hs){
34             //找到root
35             int rootParent = forest.root(i);
36             if(!resHashMap.containsKey(rootParent)){
37                 resHashMap.put(rootParent, new ArrayList<Integer>());
38             }
39             //每个root下面的值都放在一个list里，包括root本身
40             resHashMap.get(rootParent).add(i);
41         }
42         
43         for(List<Integer> item : resHashMap.values()){
44             Collections.sort(item);
45             res.add(item);
46         }
47         return res;
48     }
49 }
50 
51 class UnionFind{
52     
53     //HashMap maintaining key - > value (child -> parent) relationship
54     HashMap<Integer, Integer> parent;
55     public UnionFind(HashSet<Integer> hs){
56         parent = new HashMap<Integer, Integer>();
57         for(int i : hs){
58             parent.put(i, i);
59         }
60     }
61     
62     public int root(int i){
63         while(i != parent.get(i)){
64             parent.put(i, parent.get(parent.get(i)));
65             i = parent.get(i);
66         }
67         return i;
68     }
69     
70     public void union(int i, int j){
71         int p = root(i);
72         int q = root(j);
73         if(p != q){
74             parent.put(p, q);
75         }
76     }
77 }

类似Number of Connected Components in an Undirected Graph.

LintCode Find the Weak Connected Component in the Directed Graph


联系
我们