Given n nodes labeled from 0 to n – 1 and a list of undirected edges (each edge is a pair of nodes), write a function to find the number of connected components in an undirected graph.
For example:
0 3 | | 1 --- 2 4
Given n = 5 and edges = [[0, 1], [1, 2], [3, 4]], return 2.
Java Solution – Union-find
This problem can be solved by using union-find beautifully. Initially, there are n nodes. The nodes that are involved in each edge is merged.
public int countComponents(int n, int[][] edges) { int count = n; int[] root = new int[n]; // initialize each node is an island for(int i=0; i<n; i++){ root[i]=i; } for(int i=0; i<edges.length; i++){ int x = edges[i][0]; int y = edges[i][1]; int xRoot = getRoot(root, x); int yRoot = getRoot(root, y); if(xRoot!=yRoot){ count--; root[xRoot]=yRoot; } } return count; } public int getRoot(int[] arr, int i){ while(arr[i]!=i){ arr[i]= arr[arr[i]]; i=arr[i]; } return i; } |
There are k loops and each loop processing the root array costs log(n). Therefore, time complexity is O(k*log(n)).
e complexity is O(k*log(n)).
—–
doing simple dfs or bfs will tell number.
and it will be linear.
#include
Thank you very much! Helped to finish my C++ code 🙂
Refer http://vancexu.github.io/2015/07/13/intro-to-union-find-data-structure.html
Can someone explain the logic of getRoot(int[] arr, int i)?