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判断二分图

题目

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.

Note:

  • graph will have length in range [1, 100].
  • graph[i] will contain integers in range [0, graph.length - 1].
  • graph[i] will not contain i or duplicate values.
  • The graph is undirected: if any element j is in graph[i], then i will be in graph[j].

思路

染色法。用黑白两色(用正负 1 表示)对图的顶点进行染色,相邻两个顶点不能使用同样的颜色,如果所有顶点都能染色,则该图是一个二分图。

代码实现

/**
* @param {number[][]} graph
* @return {boolean}
*/
var isBipartite = function (graph) {
let colors = [];
for (let i = 0; i < graph.length; i++) {
colors[i] = 0;
}

//This graph might be a disconnected graph. So check each unvisited node.
for (let i = 0; i < graph.length; i++) {
if (colors[i] === 0 && !validColor(graph, colors, 1, i)) {
return false;
}
}
return true;
};

/**
* check if node has color and its neighbor has opposite color
* @param {number[][]} graph
* @param {number[]} colors
* @param {number} color
* @param {number} node
* @return {boolean}
*/
const validColor = function (graph, colors, color, node) {
if (colors[node] !== 0) {
return colors[node] === color;
}
colors[node] = color;
let neighbors = graph[node];
for (let i = 0; i < neighbors.length; i++) {
// check neighbor has the opposite color
if (!validColor(graph, colors, -color, neighbors[i])) {
return false;
}
}
return true;
};

复杂度

  • 时间复杂度:O(n)
  • 空间复杂度:O(n)