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  • 数据结构(Java)——树的入门学习

    人生最精彩的不是成功的那一瞬间,而是回头看,那段漆黑看似没有尽头、苦苦摸索的过程。其实,我只是很在意,在意在我所在意的人的心里,我,在哪个位置。——来源于网络

    1.树的概述

    树是一种非线性结构,其中的元素被组织成了一个层次结构。
    树由一个包含结点的集构成,其中元素被存储在这些结点中,边则将一个结点与另一个结点链接起来。每一个结点是都位于该树层次结构中的某一个特定层次上。树的跟(root)就是就是那个位于树顶层的唯一结点。

    根结点是树中唯一一个没有双亲的结点,没有任何孩子的结点称为叶子结点,一个至少有一个孩子的非跟结点称为内部结点。

    平衡树:对平衡的定义有很多种,粗略的来说,如果树的叶子都位于同一层或者至少彼此相差不超过一层,那么就称之为平衡的。

    完全树:如果某树树平衡的,且底层的所有叶子都位于树的左边,则认为该树是完全的。

    满树:如果一棵n元树的所有叶子都位于同一层,而且每一个结点要么是叶子,要么就正好拥有n个孩子,则称此树是满的。

    2.树的实现

    2.1 树的数组实现

    计算策略:对某些特定类型的树,特别是二叉树而言,二叉树的存储设从0开始,左子树为(2*n+1),右子树为(2*n+2).
    链接策略:每一个结点存储的将是每一个孩子(可能还有双亲)的数组索引,而不是指向其孩子(可能还有双亲)的指针对象的引用变量,但是该方式增加了删除树中元素的成本。

    2.2 树的链表实现

    链表策略:每一结点都可以定义一个TreeNode类,这与我们为连彼岸的LinearNode类所做的处理类似。每一个结点都包含一个指针,它指向将要存储在该结点的元素以及所有可能的孩子的指针,也可以在每一个结点中存储指向其双亲的指针。

    3.树的遍历

    遍历四棵树有四种基本方法:

    • 前序遍历:从根结点开始访问每一结点极其孩子。
      Visit node
      Traverse(left child)
      Traverse(right child)
    • 中序遍历:从根节点开始,访问结点的左孩子,然后是该结点,再然后是任何剩余结点。
      Traverse(left child)
      Visit node
      Traverse(right child)
    • 后序遍历:从根结点开始,访问结点的孩子,然后是该结点。
      Traverse(left child)
      Traverse(right child)
      Visit node
    • 层序遍历:从根结点开始,访问每一层的所有结点,一层一层。
      Create a queue called nodes
      Create an unordered list called results
      Enqueue the root onto the nodes queue
      While the nodes queue is not empty
      {
      Dequeue the first element from the nodes queue
      If that element is not null
      Add that element to the rear of the results list
      Enqueue the children of the element on the nodes queue
      Else
      Add null on the result list
      }

    Return an iterator for the result list

    4.简单二叉树ADT

    package ds.java.ch10;
    
    import java.util.Iterator;
    
    /** 
     * @author LbZhang
     * @version 创建时间:2015年11月22日 上午10:51:51 
     * @description 二叉树的ADT
     */
    public interface BinaryTreeADT<T>{
    
        /** 
         * Returns a reference to the root element 
         * @return a reference to the root
         */
        public T getRootElement();
    
        /** 
         * Returns true if this binary tree is empty and false otherwise.
         * @return true if this binary tree is empty, false otherwise
         */
        public boolean isEmpty();
    
        /** 
         * Returns the number of elements in this binary tree.
         * @return the number of elements in the tree
         */
        public int size();
    
        /** 
         * Returns true if the binary tree contains an element that matches
         * the specified element and false otherwise. 
         * @param targetElement the element being sought in the tree
         * @return true if the tree contains the target element
         */
        public boolean contains(T targetElement);
    
        /** 
         * Returns a reference to the specified element if it is found in 
         * this binary tree.  Throws an exception if the specified element
         * is not found.
         * @param targetElement the element being sought in the tree
         * @return a reference to the specified element
         */
        public T find(T targetElement);
    
        /**  
         * Returns the string representation of this binary tree.
         * @return a string representation of the binary tree
         */
        public String toString();
    
        /**  
         * Returns an iterator over the elements of this tree.
         * @return an iterator over the elements of this binary tree
         */
        public Iterator<T> iterator();
    
        /**  
         * Returns an iterator that represents an inorder traversal on this binary tree.  
         * @return an iterator over the elements of this binary tree
         */
        public Iterator<T> iteratorInOrder();
    
        /**  
         * Returns an iterator that represents a preorder traversal on this binary tree. 
         * @return an iterator over the elements of this binary tree
         */
        public Iterator<T> iteratorPreOrder();
    
        /**  
         * Returns an iterator that represents a postorder traversal on this binary tree. 
         * @return an iterator over the elements of this binary tree
         */
        public Iterator<T> iteratorPostOrder();
    
        /**  
         * Returns an iterator that represents a levelorder traversal on the binary tree.
         * @return an iterator over the elements of this binary tree
         */
        public Iterator<T> iteratorLevelOrder();
    
    }
    

    5. 二叉树类的定义

    5.1 二叉树的结点类的构建

    package ds.java.ch10;
    
    /**
     * @author LbZhang
     * @version 创建时间:2015年11月22日 上午10:54:19
     * @description 二叉树结点类
     */
    public class BinaryTreeNode<T> {
    
        protected T element;
        protected BinaryTreeNode<T> left;
        protected BinaryTreeNode<T> right;
    
        /**
         * Creates a new tree node with the specified data.
         * 
         * @param obj
         *            the element that will become a part of the new tree node
         */
        public BinaryTreeNode(T obj) {
            this.element = obj;
            this.left = null;
            this.right = null;
        }
    
    
        public BinaryTreeNode(T obj, LinkedBinaryTree<T> left,
                LinkedBinaryTree<T> right) {
            element = obj;
            if (left == null)
                this.left = null;
            else
                this.left = left.getRootNode();
    
            if (right == null)
                this.right = null;
            else
                this.right = right.getRootNode();
        }
    
        /**
         * Returns the number of non-null children of this node.
         * @return the integer number of non-null children of this node
         * 使用递归的方式
         */
        public int numChildren() {
            int children = 0;
    
            if (left != null)
                children = 1 + left.numChildren();
    
            if (right != null)
                children = children + 1 + right.numChildren();
    
            return children;
        }
    
        /**
         * Return the element at this node.
         * @return the element stored at this node
         */
        public T getElement() {
            return element;
        }
    
        public BinaryTreeNode<T> getRight() {
            return right;
        }
    
        public void setRight(BinaryTreeNode<T> node) {
            right = node;
        }
    
        public BinaryTreeNode<T> getLeft() {
            return left;
        }
    
        public void setLeft(BinaryTreeNode<T> node) {
            left = node;
        }
    
    }
    

    5.2 二叉树类的构建

    
    package ds.java.ch10;
    
    import java.util.ConcurrentModificationException;
    import java.util.Iterator;
    import java.util.NoSuchElementException;
    
    import ds.java.ch05.queueImpl.EmptyCollectionException;
    import ds.java.ch06.listImpl.ArrayUnorderedList;
    import ds.java.ch06.listImpl.ElementNotFoundException;
    
    /**
     * @author LbZhang
     * @version 创建时间:2015年11月22日 上午11:04:36
     * @description 二叉树的构建
     */
    public class LinkedBinaryTree<T> implements Iterable<T>, BinaryTreeADT<T> {
    
        // 根结点的设置
        protected BinaryTreeNode<T> root;
        protected int modCount;// 修改标记 用于Iterator中使用
    
        // protected int sizeOfLTree;
    
        /**
         * 无参构造方法
         */
        public LinkedBinaryTree() {
            root = null;
        }
    
        public LinkedBinaryTree(T element) {
            root = new BinaryTreeNode<T>(element);
        }
    
        public LinkedBinaryTree(BinaryTreeNode<T> ltn) {
            this.root = ltn;
        }
    
        public LinkedBinaryTree(T element, LinkedBinaryTree<T> left,
                LinkedBinaryTree<T> right) {
            root = new BinaryTreeNode<T>(element);
            root.setLeft(left.root);
            root.setRight(right.root);
        }
    
        /**
         * 获取根节点
         * 
         * @return
         */
        public BinaryTreeNode<T> getRootNode() throws EmptyCollectionException {
            if (isEmpty()) {
                throw new EmptyCollectionException("BinaryTreeNode ");
            }
            return root;
        }
    
        /**
         * Returns the left subtree of the root of this tree.
         * 
         * @return a link to the right subtree of the tree
         */
        public LinkedBinaryTree<T> getLeft() {
            return new LinkedBinaryTree(this.root.getLeft());
            // To be completed as a Programming Project
        }
    
        /**
         * Returns the right subtree of the root of this tree.
         * 
         * @return a link to the right subtree of the tree
         */
        public LinkedBinaryTree<T> getRight() {
            return new LinkedBinaryTree(this.root.getRight());
        }
    
        /**
         * Returns the height of this tree.
         * 
         * @return the height of the tree
         */
        public int getHeight() {
            return 0;
            // To be completed as a Programming Project
        }
    
        /**
         * Returns the height of the specified node.
         * 
         * @param node
         *            the node from which to calculate the height
         * @return the height of the tree
         */
        private int height(BinaryTreeNode<T> node) {
            return 0;
            // To be completed as a Programming Project
        }
    
        @Override
        public T getRootElement() throws EmptyCollectionException {
            if (root.getElement().equals(null)) {
                throw new EmptyCollectionException("BinaryTreeNode ");
            }
            return root.getElement();
        }
    
        @Override
        public boolean isEmpty() {
            return (root == null);
        }
    
        @Override
        public int size() {
            return 0;
        }
    
        @Override
        public boolean contains(T targetElement) {
            return false;
        }
    
        @Override
        public T find(T targetElement) {
            // 获取当前元素
            BinaryTreeNode<T> current = findNode(targetElement, root);
    
            if (current == null)
                throw new ElementNotFoundException("LinkedBinaryTree");
    
            return (current.getElement());
        }
    
        private BinaryTreeNode<T> findNode(T targetElement, BinaryTreeNode<T> next) {
            if (next == null)
                return null;
    
            if (next.getElement().equals(targetElement))
                return next;
            // 递归调用
            BinaryTreeNode<T> temp = findNode(targetElement, next.getLeft());
    
            if (temp == null)
                temp = findNode(targetElement, next.getRight());
    
            return temp;
        }
    
        @Override
        public Iterator<T> iteratorInOrder() {
            ArrayUnorderedList<T> tempList = new ArrayUnorderedList<T>();
            inOrder(root, tempList);
            return new TreeIterator(tempList.iterator());
        }
    
        /**
         * Performs a recursive inorder traversal. 中根遍历
         * 
         * @param node
         *            the node to be used as the root for this traversal
         * @param tempList
         *            the temporary list for use in this traversal
         */
        protected void inOrder(BinaryTreeNode<T> node,
                ArrayUnorderedList<T> tempList) {
            if (node != null) {
                inOrder(node.getLeft(), tempList);
                tempList.addToRear(node.getElement());
                inOrder(node.getRight(), tempList);
            }
        }
    
        /**
         * Performs an preorder traversal on this binary tree by calling an
         * overloaded, recursive preorder method that starts with the root.
         * 
         * @return a pre order iterator over this tree
         */
        @Override
        public Iterator<T> iteratorPreOrder() {
            ArrayUnorderedList<T> tempList = new ArrayUnorderedList<T>();
            preOrder(root, tempList);
            return new TreeIterator(tempList.iterator());
        }
    
        /**
         * Performs a recursive preorder traversal.
         * 
         * @param node
         *            the node to be used as the root for this traversal
         * @param tempList
         *            the temporary list for use in this traversal
         */
        private void preOrder(BinaryTreeNode<T> node, ArrayUnorderedList<T> tempList) {
            if (node != null) {
                tempList.addToRear(node.getElement());
                inOrder(node.getLeft(), tempList);
    
                inOrder(node.getRight(), tempList);
            }
    
        }
    
        /**
         * Performs an postorder traversal on this binary tree by calling an
         * overloaded, recursive postorder method that starts with the root.
         * 
         * @return a post order iterator over this tree
         */
        @Override
        public Iterator<T> iteratorPostOrder() {
            ArrayUnorderedList<T> tempList = new ArrayUnorderedList<T>();
            postOrder(root, tempList);
            return new TreeIterator(tempList.iterator());
        }
    
        /**
         * Performs a recursive postorder traversal.
         * 
         * @param node
         *            the node to be used as the root for this traversal
         * @param tempList
         *            the temporary list for use in this traversal
         */
        private void postOrder(BinaryTreeNode<T> node,
                ArrayUnorderedList<T> tempList) {
    
            if (node != null) {
                tempList.addToRear(node.getElement());
                inOrder(node.getLeft(), tempList);
    
                inOrder(node.getRight(), tempList);
            }
    
        }
    
        @Override
        public Iterator<T> iteratorLevelOrder() {
            ArrayUnorderedList<BinaryTreeNode<T>> nodes = new ArrayUnorderedList<BinaryTreeNode<T>>();
            ArrayUnorderedList<T> tempList = new ArrayUnorderedList<T>();
            BinaryTreeNode<T> current;
    
            nodes.addToRear(root);
    
            while (!nodes.isEmpty()) {
                current = nodes.removeFirst();
    
                if (current != null) {
                    tempList.addToRear(current.getElement());
                    if (current.getLeft() != null)
                        nodes.addToRear(current.getLeft());
                    if (current.getRight() != null)
                        nodes.addToRear(current.getRight());
                } else
                    tempList.addToRear(null);
            }
    
            return new TreeIterator(tempList.iterator());
        }
    
        @Override
        public Iterator<T> iterator() {
            return iteratorInOrder();
        }
    
        @Override
        public String toString() {
            // TODO Auto-generated method stub
            return super.toString();
        }
    
        /**
         * Inner class to represent an iterator over the elements of this tree
         */
        private class TreeIterator implements Iterator<T> {
            private int expectedModCount;
            private Iterator<T> iter;
    
            /**
             * Sets up this iterator using the specified iterator.
             * 
             * @param iter
             *            the list iterator created by a tree traversal
             */
            public TreeIterator(Iterator<T> iter) {
                this.iter = iter;
                expectedModCount = modCount;
            }
    
            /**
             * Returns true if this iterator has at least one more element to
             * deliver in the iteration.
             * 
             * @return true if this iterator has at least one more element to
             *         deliver in the iteration
             * @throws ConcurrentModificationException
             *             if the collection has changed while the iterator is in
             *             use
             */
            public boolean hasNext() throws ConcurrentModificationException {
                if (!(modCount == expectedModCount))
                    throw new ConcurrentModificationException();
    
                return (iter.hasNext());
            }
    
            /**
             * Returns the next element in the iteration. If there are no more
             * elements in this iteration, a NoSuchElementException is thrown.
             * 
             * @return the next element in the iteration
             * @throws NoSuchElementException
             *             if the iterator is empty
             */
            public T next() throws NoSuchElementException {
                if (hasNext())
                    return (iter.next());
                else
                    throw new NoSuchElementException();
            }
    
            /**
             * The remove operation is not supported.
             * 
             * @throws UnsupportedOperationException
             *             if the remove operation is called
             */
            public void remove() {
                throw new UnsupportedOperationException();
            }
        }
    }
    

    6. 二叉树类图结构

    二叉树类图结构

    踏实 踏踏实实~
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  • 原文地址:https://www.cnblogs.com/mrzhang123/p/5365827.html
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