深度优先搜索与广度优先搜索
广度优先搜索(宽度优先搜索,BFS)和深度优先搜索(DFS)算法的应用非常广泛,本篇文章主要介绍BFS与DFS的原理、实现和应用。
深度优先搜索
图的深度优先搜索(Depth First Search),和树的先序遍历比较类似。
它的思想:假设初始状态是图中所有顶点均未被访问,则从某个顶点v出发,首先访问该顶点,然后依次从它的各个未被访问的邻接点出发深度优先搜索遍历图,直至图中所有和v有路径相通的顶点都被访问到。 若此时尚有其他顶点未被访问到,则另选一个未被访问的顶点作起始点,重复上述过程,直至图中所有顶点都被访问到为止。
显然,深度优先搜索是一个递归的过程。
下面进行说明:
第1步:访问A。
第2步:访问(A的邻接点)C。在第1步访问A之后,接下来应该访问的是A的邻接点,即"C,D,F"中的一个。但在本文的实现中,顶点ABCDEFG是按照顺序存储,C在"D和F"的前面,因此,先访问C。
第3步:访问(C的邻接点)B。在第2步访问C之后,接下来应该访问C的邻接点,即"B和D"中一个(A已经被访问过,就不算在内)。而由于B在D之前,先访问B。
第4步:访问(C的邻接点)D。在第3步访问了C的邻接点B之后,B没有未被访问的邻接点;因此,返回到访问C的另一个邻接点D。
第5步:访问(A的邻接点)F。 前面已经访问了A,并且访问完了"A的邻接点B的所有邻接点(包括递归的邻接点在内)";因此,此时返回到访问A的另一个邻接点F。
第6步:访问(F的邻接点)G。
第7步:访问(G的邻接点)E。
因此访问顺序是:A -> C -> B -> D -> F -> G -> E。
当然,上图是基于无向图,具体的代码在文章后面实现。
广度优先搜索
广度优先搜索算法(Breadth First Search),又称为"宽度优先搜索"或"横向优先搜索",简称BFS。
它的思想是:从图中某顶点v出发,在访问了v之后依次访问v的各个未曾访问过的邻接点,然后分别从这些邻接点出发依次访问它们的邻接点,并使得“先被访问的顶点的邻接点先于后被访问的顶点的邻接点被访问,直至图中所有已被访问的顶点的邻接点都被访问到。如果此时图中尚有顶点未被访问,则需要另选一个未曾被访问过的顶点作为新的起始点,重复上述过程,直至图中所有顶点都被访问到为止。
换句话说,广度优先搜索遍历图的过程是以v为起点,由近至远,依次访问和v有路径相通且路径长度为1,2…的顶点。
第1步:访问A。
第2步:依次访问C,D,F。在访问了A之后,接下来访问A的邻接点。前面已经说过,在本文实现中,顶点ABCDEFG按照顺序存储的,C在"D和F"的前面,因此,先访问C。再访问完C之后,再依次访问D,F。
第3步:依次访问B,G。在第2步访问完C,D,F之后,再依次访问它们的邻接点。首先访问C的邻接点B,再访问F的邻接点G。
第4步:访问E。在第3步访问完B,G之后,再依次访问它们的邻接点。只有G有邻接点E,因此访问G的邻接点E。
因此访问顺序是:A -> C -> D -> F -> B -> G -> E。
代码实现
我们以以下无向图来进行测试:
存储顺序为A->B->C->D->E.
import java.util.LinkedList;
import java.util.Queue;
import java.util.Stack;
public class DFSAndBFS {
<span class="token comment">//初始化顶点个数,当然也可以自己写一个函数由用户输入自定义图,这里重点不是图的构造</span>
<span class="token keyword">private</span> <span class="token keyword">int</span> numVertexes <span class="token operator">=</span> <span class="token number">5</span><span class="token punctuation">;</span>
<span class="token comment">//初始化顶点</span>
<span class="token keyword">private</span> String<span class="token punctuation">[</span><span class="token punctuation">]</span> vex<span class="token punctuation">;</span>
<span class="token comment">//邻接矩阵,表明了顶点的关系</span>
<span class="token keyword">private</span> <span class="token keyword">int</span><span class="token punctuation">[</span><span class="token punctuation">]</span><span class="token punctuation">[</span><span class="token punctuation">]</span> acr<span class="token punctuation">;</span>
<span class="token keyword">private</span> <span class="token function">DFSAndBFS</span><span class="token punctuation">(</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
vex<span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">String</span><span class="token punctuation">[</span><span class="token punctuation">]</span><span class="token punctuation">{</span><span class="token string">"A"</span><span class="token punctuation">,</span> <span class="token string">"B"</span><span class="token punctuation">,</span> <span class="token string">"C"</span><span class="token punctuation">,</span> <span class="token string">"D"</span><span class="token punctuation">,</span> <span class="token string">"E"</span><span class="token punctuation">}</span><span class="token punctuation">;</span>
acr<span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">int</span><span class="token punctuation">[</span><span class="token punctuation">]</span><span class="token punctuation">[</span><span class="token punctuation">]</span><span class="token punctuation">{</span>
<span class="token punctuation">{</span><span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">}</span><span class="token punctuation">,</span>
<span class="token punctuation">{</span><span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">}</span><span class="token punctuation">,</span>
<span class="token punctuation">{</span><span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">1</span><span class="token punctuation">}</span><span class="token punctuation">,</span>
<span class="token punctuation">{</span><span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">}</span><span class="token punctuation">,</span>
<span class="token punctuation">{</span><span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">1</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">,</span> <span class="token number">0</span><span class="token punctuation">}</span>
<span class="token punctuation">}</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
<span class="token keyword">private</span> <span class="token keyword">void</span> <span class="token function">printGraph</span><span class="token punctuation">(</span>DFSAndBFS g<span class="token punctuation">)</span>
<span class="token punctuation">{</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token string">"图中各顶点的关系如下图所示(邻接矩阵,1代表两顶点有边,0代表无)"</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> i<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>i<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>i<span class="token operator">++</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>vex<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">+</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> i<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>i<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>i<span class="token operator">++</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>vex<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">+</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> j<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>j<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>j<span class="token operator">++</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>acr<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token operator">+</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token comment">//深度优先遍历,递归算法</span>
<span class="token keyword">private</span> <span class="token keyword">void</span> <span class="token function">DFSTraverse</span><span class="token punctuation">(</span>DFSAndBFS g<span class="token punctuation">)</span>
<span class="token punctuation">{</span>
<span class="token comment">//建立访问数组</span>
<span class="token keyword">boolean</span> <span class="token punctuation">[</span><span class="token punctuation">]</span>visited<span class="token operator">=</span><span class="token keyword">new</span> <span class="token class-name">boolean</span> <span class="token punctuation">[</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">]</span><span class="token punctuation">;</span>
<span class="token comment">//初始化 访问顶点</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> i<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>i<span class="token operator"><</span>visited<span class="token punctuation">.</span>length<span class="token punctuation">;</span>i<span class="token operator">++</span><span class="token punctuation">)</span>
visited<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">=</span><span class="token boolean">false</span><span class="token punctuation">;</span>
<span class="token comment">//对未访问顶点调用DFS</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> i<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>i<span class="token operator"><</span>visited<span class="token punctuation">.</span>length<span class="token punctuation">;</span>i<span class="token operator">++</span><span class="token punctuation">)</span>
<span class="token keyword">if</span><span class="token punctuation">(</span><span class="token operator">!</span>visited<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token punctuation">)</span>
<span class="token function">DFS</span><span class="token punctuation">(</span>g<span class="token punctuation">,</span>i<span class="token punctuation">,</span>visited<span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
<span class="token comment">//从顶点i开始进行的深度优先搜索DFS</span>
<span class="token keyword">private</span> <span class="token keyword">void</span> <span class="token function">DFS</span><span class="token punctuation">(</span>DFSAndBFS g<span class="token punctuation">,</span> <span class="token keyword">int</span> i<span class="token punctuation">,</span> <span class="token keyword">boolean</span><span class="token punctuation">[</span><span class="token punctuation">]</span> visited<span class="token punctuation">)</span> <span class="token punctuation">{</span>
visited<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">=</span><span class="token boolean">true</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>vex<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">+</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> j<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>j<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>j<span class="token operator">++</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
<span class="token keyword">if</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>acr<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token operator">></span><span class="token number">0</span> <span class="token operator">&&</span> <span class="token operator">!</span>visited<span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token punctuation">)</span>
<span class="token function">DFS</span><span class="token punctuation">(</span>g<span class="token punctuation">,</span>j<span class="token punctuation">,</span>visited<span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token comment">//深度优先遍历,非递归算法</span>
<span class="token keyword">private</span> <span class="token keyword">void</span> <span class="token function">DFS</span><span class="token punctuation">(</span>DFSAndBFS g<span class="token punctuation">)</span><span class="token punctuation">{</span>
<span class="token keyword">boolean</span><span class="token punctuation">[</span><span class="token punctuation">]</span> visited <span class="token operator">=</span> <span class="token keyword">new</span> <span class="token class-name">boolean</span><span class="token punctuation">[</span>numVertexes<span class="token punctuation">]</span><span class="token punctuation">;</span>
Stack<span class="token generics function"><span class="token punctuation"><</span>Integer<span class="token punctuation">></span></span> stack <span class="token operator">=</span><span class="token keyword">new</span> <span class="token class-name">Stack</span><span class="token generics function"><span class="token punctuation"><</span>Integer<span class="token punctuation">></span></span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> i<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>i<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>i<span class="token operator">++</span><span class="token punctuation">)</span><span class="token punctuation">{</span>
<span class="token keyword">if</span><span class="token punctuation">(</span><span class="token operator">!</span>visited<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token punctuation">)</span><span class="token punctuation">{</span>
visited<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">=</span><span class="token boolean">true</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>vex<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">+</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
stack<span class="token punctuation">.</span><span class="token function">push</span><span class="token punctuation">(</span>i<span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
<span class="token keyword">while</span><span class="token punctuation">(</span><span class="token operator">!</span>stack<span class="token punctuation">.</span><span class="token function">isEmpty</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">)</span><span class="token punctuation">{</span>
<span class="token keyword">int</span> k <span class="token operator">=</span> stack<span class="token punctuation">.</span><span class="token function">pop</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> j<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>j<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>j<span class="token operator">++</span><span class="token punctuation">)</span><span class="token punctuation">{</span>
<span class="token keyword">if</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>acr<span class="token punctuation">[</span>k<span class="token punctuation">]</span><span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token operator">==</span><span class="token number">1</span><span class="token operator">&&</span> <span class="token operator">!</span>visited<span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token punctuation">)</span><span class="token punctuation">{</span>
visited<span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token operator">=</span><span class="token boolean">true</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>vex<span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token operator">+</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
stack<span class="token punctuation">.</span><span class="token function">push</span><span class="token punctuation">(</span>j<span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">break</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token comment">//广度优先搜索</span>
<span class="token keyword">private</span> <span class="token keyword">void</span> <span class="token function">BFS</span><span class="token punctuation">(</span>DFSAndBFS g<span class="token punctuation">)</span>
<span class="token punctuation">{</span>
<span class="token keyword">int</span> i<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>
Queue<span class="token generics function"><span class="token punctuation"><</span>Integer<span class="token punctuation">></span></span> q<span class="token operator">=</span><span class="token keyword">new</span> <span class="token class-name">LinkedList</span><span class="token generics function"><span class="token punctuation"><</span>Integer<span class="token punctuation">></span></span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token comment">//建立访问数组</span>
<span class="token keyword">boolean</span> visited<span class="token punctuation">[</span><span class="token punctuation">]</span><span class="token operator">=</span><span class="token keyword">new</span> <span class="token class-name">boolean</span><span class="token punctuation">[</span>numVertexes<span class="token punctuation">]</span><span class="token punctuation">;</span>
<span class="token comment">//初始化 访问顶点</span>
<span class="token keyword">for</span><span class="token punctuation">(</span>i<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>i<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>i<span class="token operator">++</span><span class="token punctuation">)</span>
visited<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">=</span><span class="token boolean">false</span><span class="token punctuation">;</span>
<span class="token comment">//对每个顶点做循环</span>
<span class="token keyword">for</span><span class="token punctuation">(</span> i<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>i<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>i<span class="token operator">++</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
<span class="token keyword">if</span><span class="token punctuation">(</span><span class="token operator">!</span>visited<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
visited<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">=</span><span class="token boolean">true</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>vex<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token operator">+</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
q<span class="token punctuation">.</span><span class="token function">offer</span><span class="token punctuation">(</span>i<span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">while</span><span class="token punctuation">(</span><span class="token operator">!</span>q<span class="token punctuation">.</span><span class="token function">isEmpty</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
i<span class="token operator">=</span>q<span class="token punctuation">.</span><span class="token function">poll</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token keyword">for</span><span class="token punctuation">(</span><span class="token keyword">int</span> j<span class="token operator">=</span><span class="token number">0</span><span class="token punctuation">;</span>j<span class="token operator"><</span>g<span class="token punctuation">.</span>numVertexes<span class="token punctuation">;</span>j<span class="token operator">++</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
<span class="token keyword">if</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>acr<span class="token punctuation">[</span>i<span class="token punctuation">]</span><span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token operator">></span><span class="token number">0</span> <span class="token operator">&&</span> <span class="token operator">!</span>visited<span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token punctuation">)</span>
<span class="token punctuation">{</span>
visited<span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token operator">=</span><span class="token boolean">true</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">print</span><span class="token punctuation">(</span>g<span class="token punctuation">.</span>vex<span class="token punctuation">[</span>j<span class="token punctuation">]</span><span class="token operator">+</span><span class="token string">" "</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
q<span class="token punctuation">.</span><span class="token function">offer</span><span class="token punctuation">(</span>j<span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token punctuation">}</span>
<span class="token keyword">public</span> <span class="token keyword">static</span> <span class="token keyword">void</span> <span class="token function">main</span><span class="token punctuation">(</span>String <span class="token punctuation">[</span><span class="token punctuation">]</span>args<span class="token punctuation">)</span>
<span class="token punctuation">{</span>
DFSAndBFS g<span class="token operator">=</span><span class="token keyword">new</span> <span class="token class-name">DFSAndBFS</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
g<span class="token punctuation">.</span><span class="token function">printGraph</span><span class="token punctuation">(</span>g<span class="token punctuation">)</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token string">"深度优先搜索(递归)结果:"</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
g<span class="token punctuation">.</span><span class="token function">DFSTraverse</span><span class="token punctuation">(</span>g<span class="token punctuation">)</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token string">"深度优先搜索(非递归)结果:"</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
g<span class="token punctuation">.</span><span class="token function">DFS</span><span class="token punctuation">(</span>g<span class="token punctuation">)</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
System<span class="token punctuation">.</span>out<span class="token punctuation">.</span><span class="token function">println</span><span class="token punctuation">(</span><span class="token string">"广度优先搜索结果:"</span><span class="token punctuation">)</span><span class="token punctuation">;</span>
g<span class="token punctuation">.</span><span class="token function">BFS</span><span class="token punctuation">(</span>g<span class="token punctuation">)</span><span class="token punctuation">;</span>
<span class="token punctuation">}</span>
}
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测试结果:
图中各顶点的关系如下图所示(邻接矩阵,1代表两顶点有边,0代表无)
A B C D E
A 0 1 0 1 0
B 1 0 1 0 0
C 0 1 0 0 1
D 1 0 1 0 0
E 0 0 1 0 0
深度优先搜索(递归)结果:
A B C E D
深度优先搜索(非递归)结果:
A B C E D
广度优先搜索结果:
A B D C E
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以上就是本篇文章讲述的DFS与BFS了,还有一些基于树去做DFS和BFS的,当然我们的树也可以转化为图的。推荐一篇关于树的DFS于BFS。如链接:https://www.cnblogs.com/xiaolovewei/p/7763867.html。
如果您有什么疑问、想法或者建议都可以联系我哦。联系方式:cxylingfeng@foxmail.com发送邮件。
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