Sunday, September 25, 2022

Bipartite Graph

 

There is an undirected graph with n nodes, where each node is numbered between 0 and n - 1. You are given a 2D array graph, where graph[u] is an array of nodes that node u is adjacent to. More formally, for each v in graph[u], there is an undirected edge between node u and node v. The graph has the following properties:

  • There are no self-edges (graph[u] does not contain u).
  • There are no parallel edges (graph[u] does not contain duplicate values).
  • If v is in graph[u], then u is in graph[v] (the graph is undirected).
  • The graph may not be connected, meaning there may be two nodes u and v such that there is no path between them.

A graph is bipartite if the nodes can be partitioned into two independent sets A and B such that every edge in the graph connects a node in set A and a node in set B.

Return true if and only if it is bipartite.

 

Example 1:

Input: graph = [[1,2,3],[0,2],[0,1,3],[0,2]]
Output: false
Explanation: There is no way to partition the nodes into two independent sets such that every edge connects a node in one and a node in the other.

Example 2:

Input: graph = [[1,3],[0,2],[1,3],[0,2]]
Output: true
Explanation: We can partition the nodes into two sets: {0, 2} and {1, 3}.

 

Constraints:

  • graph.length == n
  • 1 <= n <= 100
  • 0 <= graph[u].length < n
  • 0 <= graph[u][i] <= n - 1
  • graph[u] does not contain u.
  • All the values of graph[u] are unique.
  • If graph[u] contains v, then graph[v] contains u.

refer: 

https://leetcode.com/problems/is-graph-bipartite/solution/









Color a node blue if it is part of the first set, else red. We should be able to greedily color the graph if and only if it is bipartite: one node being blue implies all it's neighbors are red, all those neighbors are blue, and so on.


Diagram of coloring neighbors of nodes


package practice;

import java.util.*;

public class BipartiteGraph {


public boolean isBipartite(int[][] graph) {

int[] color = new int[graph.length];
Arrays.fill(color, -1);

for (int start = 0; start < color.length; start++) {

if (color[start] == -1) {
Stack<Integer> stk = new Stack<>();
stk.push(start);
color[start] = 0;

while (!stk.isEmpty()) {
Integer node = stk.pop();
for (int newNode : graph[node]) {
if (color[newNode] == -1) {
stk.push(newNode);
color[newNode] = color[node] ^ 1;
} else if (color[newNode] == color[node]) {
return false;
}

}


}
}
}

return true;
}


public static void main(String[] args) {
// int[][] graph= {{1,2,3},{0,2},{0,1,3},{0,2}};
int[][] graph = {{1, 3}, {0, 2}, {1, 3}, {0, 2}};

BipartiteGraph bg = new BipartiteGraph();
System.out.println(bg.isBipartite(graph));
}


}


No comments:

Post a Comment