How to implement Kruskal algorithm in Java
Introduction
There is another algorithm for constructing a minimum spanning tree, namely the Kruskal algorithm: Let the graph G=(V, E) be an undirected connected weighted graph, V={1,2,... n}; Suppose the minimum spanning tree T=(V, TE). The initial state of the tree has only n nodes and a non-connected graph with no edges T=(V, {}). Kruskal's algorithm treats these n nodes as n Isolated connected branches. It first sorts all the edges according to their weights from small to large, and then if the number of edges to be selected in T is less than n-1, it makes a greedy selection like this: select the edge (i,j) with the smallest weight in the edge set E ), if adding edge (i, j) to the set TE does not produce a cycle, then add edge (i, j) to the edge set TE, that is, use edge (i, j) to merge the two branches into a connected branch ; Otherwise, continue to select the next shortest edge. Delete the edge (i, j) from the set E and continue the greedy selection above until all nodes in T are on the same connected branch. At this time, the selected n-1 edges exactly constitute a minimum spanning tree T of the graph G.
Kruskal's algorithm uses a very smart method, which is to use sets to avoid circles; if the starting point and end point of the selected edge to join are both in the T set, it can be concluded that a loop will be formed, and the two changed nodes cannot Belong to the same collection.
Algorithm steps
1 Initialization. Sort all edges in ascending order of weight, and initialize each node set number to its own number.
2 Select the edge (u, v) with the smallest weight in the sorted order.
3 If nodes u and v belong to two different connected branches, add edge (u, v) to the edge set TE and merge the two connected branches.
4 If the number of selected edges is less than n-1, go to step 2, otherwise the algorithm ends.
1. Picture after construction
2. Code
package graph.kruskal; import java.util.ArrayList; import java.util.Collections; import java.util.List; import java.util.Scanner; public class Kruskal { static final int N = 100; static int fa[] = new int[N]; static int n; static int m; static Edge e[] = new Edge[N * N]; static List<Edge> edgeList = new ArrayList(); static { for (int i = 0; i < e.length; i++) { e[i] = new Edge(); } } // 初始化集合号为自身 static void Init(int n) { for (int i = 1; i <= n; i++) fa[i] = i; } // 合并 static int Merge(int a, int b) { int p = fa[a]; int q = fa[b]; if (p == q) return 0; for (int i = 1; i <= n; i++) { // 检查所有结点,把集合号是 q 的改为 p if (fa[i] == q) fa[i] = p; // a 的集合号赋值给 b 集合号 } return 1; } // 求最小生成树 static int Kruskal(int n) { int ans = 0; Collections.sort(edgeList); for (int i = 0; i < m; i++) if (Merge(edgeList.get(i).u, edgeList.get(i).v) == 1) { ans += edgeList.get(i).w; n--; if (n == 1)//n-1次合并算法结束 return ans; } return 0; } public static void main(String[] args) { Scanner scanner = new Scanner(System.in); n = scanner.nextInt(); m = scanner.nextInt(); Init(n); for (int i = 1; i <= m; i++) { e[i].u = scanner.nextInt(); e[i].v = scanner.nextInt(); e[i].w = scanner.nextInt(); edgeList.add(e[i]); } System.out.println("最小的花费是:" + Kruskal(n)); } } class Edge implements Comparable { int u; int w; int v; @Override public int compareTo(Object o) { if (this.w > ((Edge) o).w) { return 1; } else if (this.w == ((Edge) o).w) { return 0; } else { return -1; } } }
3. Test
Green is input, White is the output.
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