Is Graph Bipartite?
Given an undirected graph
, return true
if and only if it is bipartite.
Recall that a graph is bipartite if we can split it's set of nodes into two independent subsets A and B such that every edge in the graph has one node in A and another node in B.
The graph is given in the following form: graph[i]
is a list of indexes j
for which the edge between nodes i
and j
exists. Each node is an integer between 0
and graph.length - 1
. There are no self edges or parallel edges: graph[i]
does not contain i
, and it doesn't contain any element twice.
Example 1:
Input: [[1,3], [0,2], [1,3], [0,2]]
Output: true
Explanation:
The graph looks like this:
0----1
| |
| |
3----2
We can divide the vertices into two groups: {0, 2} and {1, 3}.
Example 2:
Input: [[1,2,3], [0,2], [0,1,3], [0,2]]
Output: false
Explanation:
The graph looks like this:
0----1
| \ |
| \ |
3----2
We cannot find a way to divide the set of nodes into two independent subsets.
分析:
Our goal
is trying to use two colors to color the graph and see if there are any adjacent nodes having the same color.
Initialize a color[] array for each node. Here are three states for colors[]
array:0: Haven't been colored yet.
1: Blue.
-1: Red.
For each node,
- If it hasn't been colored, use a color to color it. Then use the other color to color all its adjacent nodes (DFS).
- If it has been colored, check if the current color is the same as the color that is going to be used to color it.
DFS
class Solution {
public boolean isBipartite(int[][] graph) {
int n = graph.length;
// 0 unvisited 1 red -1 blue
int[] colors = new int[n];
//This graph might be a disconnected graph. So check each unvisited node.
for (int i = ; i < n; i++) {
if (colors[i] == ) {
if (!validColor(graph, colors, , i)) {
return false;
}
}
}
return true;
} public boolean validColor(int[][] graph, int[] colors, int color, int node) {
colors[node] = color;
for (int next : graph[node]) {
if (colors[next] == && !validColor(graph, colors, -color, next)) {
return false;
} else if (colors[next] == colors[node]) {
return false;
}
}
return true;
}
}
BFS
class Solution {
public boolean isBipartite(int[][] graph) {
// 0: unvisited; 1: black; 2: white
int[] status = new int[graph.length];
// for loop is used to handle unconnected components in the graph
for (int i = ; i < graph.length; i++) {
if (status[i] == ) {
status[i] = ;
if (!bfs(i, status, graph)) {
return false;
};
}
}
return true;
} private boolean bfs(int i, int[] status, int[][] graph) {
Queue<Integer> queue = new LinkedList<>();
queue.offer(i);
while (!queue.isEmpty()) {
int current = queue.poll();
for (int neighbor : graph[current]) {
if (status[neighbor] == ) {
status[neighbor] = (status[current] == ) ? : ;
queue.offer(neighbor);
} else {
if (status[neighbor] == status[current]) return false;
}
}
}
return true;
}
}
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