关于二叉堆（优先队列）的其他操作及其应用

【0】README

0.1）本文总结于数据结构与算法分析；源代码均为原创，旨在了解到我们学习了优先队列后，还能干些什么东西出来，增加学习的interest；
0.2）以下列出了关于二叉堆（优先队列）的其他有用的操作，其内容基本可以囊括大部分的优先队列知识点， 亮点是这里还引入到了堆排序；
0.3）二叉堆的insert 和 deleteMin 基本操作和概念，参见 http://blog.csdn.net/pacosonswjtu/article/details/49498023

##**【1】二叉堆的操作应用** **1.1）降低关键字的值——decreaseKey**

1）decreaseKey概述： decreaseKey(P, △， H) 操作降低在位置 P处的关键字的值，降值的幅度为正的量△；由于这可能破坏堆的序，因此必须通过上滤对堆进行调整；

2）decreaseKey应用： 该操作对系统管理程序是有用的，系统管理程序能够使它们的程序以最高的优先级来运行；

1.2）增加关键字的值——increaseKey

1）increaseKey概述： increaseKey(P, △， H) 操作增加在位置 P处的关键字的值，增值的幅度为正的量△；由于这可能破坏堆的序，因此必须通过下滤对堆进行调整；

2）increaseKey应用： 许多os 调度程序自动地降低正在过多地消耗 CPU 时间的进程的优先级；

1.3）删除某个位置上的元素——deleteElement

1）deleteElement概述： delete(P, H)操作删除堆中位置P 上的节点，这通过首先执行 decreaseKey（P， ∞， H），然后再执行 deleteMin 来完成；

2）deleteElement 应用：当一个进程被用户终止（而不是正常终止时），它必须从优先队列中除去；

1.4）构建堆——buildHeap

1）buildHeap 概述： buildHeap(H) 操作把N个关键字作为输入并把他们放入空堆中；显然，这可以使用 N个相继的insert操作来完成；

2）buildHeap 应用：

1.5）优先队列的应用（我这里只列出了选择问题，当然远远不止这一个应用，这个应用我还没有编写源代码实现）

1）我们将要考察的第一个问题是选择问题： 当时的输入是 N 个元素以及一个整数 k，这N 个元素的集可以是全序的，该选择问题是要找出第k个最大的元素；

2）利用优先队列来解决（二叉堆属于优先队列）： 对上述N个元素建立大根堆，然后删除k-1个最大元素，那么二叉堆的根节点的元素就是第k个最大元素；

3）堆排序： 注意，如果我们对 k=N 运行该程序并在元素离开对时记录他们的值，那么实际上已经对输入文件以时间 O（NlogN）做了排序，这样就得到一种快速的排序算法——堆排序；

Attention）

A1）改动的节点的儿子情况只有3种： 要么一个儿子都没有，要么只有一个左儿子，要么有两个儿子（不可能只有一个右儿子）；

A2） 就编程而言，上滤的难度小于下滤的难度；
其他堆操作的源代码（核心是堆的上滤 percolateUp 和下滤percolateDown操作）：

【2】source code+printing

2.0）Warning of percolateDown :

W1）因为涉及到利用下滤操作把随机数组（下标从0开始）建立堆（buildHeap 操作），然而在堆的其他操作，如插入，删除操作中，使用的下标是从1开始以便于编程；所以我们的下滤操作分为下标从0开始的percolateDownFromZero 和下标从1开始的percolateDownFromOne，不过上述percolateDown 的两个版本的编程idea 都是一样的，只是数组的起始下标不一样而已，这是我们应该注意的；

W2） 代码中，只有buildHeap 使用的下滤 percolateDownFromZero 版本，而其他操作使用的是 percolateDownFromOne；

W3）你要知道实现堆操作的代码核心是：上滤percolateUpFromOne 和下滤操作 percolateDownFromOne + percolateDownFromZero；

2.1）download source code ：
https://github.com/pacosonTang/dataStructure-algorithmAnalysis/tree/master/chapter6
2.2）source code at a glance：
[1st file binaryheap.h]

#include <stdio.h>
#include <malloc.h>

#define ElementType int
#define Error(str) printf("\n error: %s \n",str)   

struct BinaryHeap;
typedef struct BinaryHeap *BinaryHeap;

void swap(ElementType *x, ElementType *y);
BinaryHeap initBinaryHeap(int capacity);
void insert(ElementType value, BinaryHeap bh);
ElementType deleteMin(BinaryHeap);
int isFull(BinaryHeap bh);
int isEmpty(BinaryHeap bh);
void percolateUp(int index, BinaryHeap bh);
void percolateDownFromOne(int index, BinaryHeap bh);
void printBinaryHeap(BinaryHeap bh);
void printBinaryHeapFromZero(BinaryHeap bh);

struct BinaryHeap 
{
	int capacity;
	int size;	
	ElementType *elements;		
};

[2st file binaryHeapBasicOperation.c]

#include "binaryheap.h"

//judge whether the BinaryHeap is full or not , also 1 or 0 
int isFull(BinaryHeap bh)
{
	return bh->size == bh->capacity - 1 ? 1 : 0 ;
}

//judge whether the BinaryHeap is empty or not , also 1 or 0 
int isEmpty(BinaryHeap bh)
{
	return bh->size == 0 ? 1 : 0 ;
}

void swap(ElementType *x, ElementType *y)
{
	ElementType temp;

	temp = *x;
	*x = *y;
	*y = temp;
}

// get the left child of node under index with startup 1
int leftChildFromOne(int index)
{
	return index * 2;
}

ElementType deleteMin(BinaryHeap bh)
{	
	ElementType minimum;
	ElementType *data;	
		
	if(isEmpty(bh))
	{
		Error("failed deleting minimum , for the BinaryHeap is empty, from func deleteMin !");
		return -1;	
	}

	data = bh->elements;	
	minimum = data[1];

	swap(&data[1], &data[bh->size]);
	bh->size-- ; // size-- occurs prior to percolateDownFromOne 
	percolateDownFromOne(1, bh) ;	

	return minimum;
} 

// Attention, the index of the heap starts from 1
void insert(ElementType value, BinaryHeap bh)
{
	int i;

	if(isFull(bh))
	{
		Error("failed insertion , for the BinaryHeap is full, from func insert!");
		return ;	
	}

	for(i = ++bh->size; bh->elements[i/2] > value; i /= 2)
		bh->elements[i] = bh->elements[i / 2];

	bh->elements[i] = value;
}

BinaryHeap initBinaryHeap(int capacity)
{
	BinaryHeap bh;
	ElementType *temp;

	bh = (BinaryHeap)malloc(sizeof(struct BinaryHeap));
	if(!bh) {
        Error("out of space, from func initBinaryHeap");        
        return NULL;
    }  
	bh->capacity = capacity;
	bh->size = 0;

	temp = (ElementType *)malloc(capacity * sizeof(ElementType));
	if(!temp) {
        Error("out of space, from func initBinaryHeap");        
        return NULL;
    } 
	bh->elements = temp;

	return bh;
}

void printBinaryHeap(BinaryHeap bh)
{
	int i;
	ElementType *temp;
	
	if(!bh)
		Error("printing execution failure, for binary heap is null, from func printBinaryHeap");	

	temp = bh->elements;
	for(i = 1; i < bh->capacity; i++)
	{
		printf("\n\t index[%d] = ", i);
		if(i <= bh->size)
			printf("%d", bh->elements[i]);
		else
			printf("NULL");
	}
	printf("\n");
}  

//print the binary heap who starts from index 0
void printBinaryHeapFromZero(BinaryHeap bh)
{
	int i;
	ElementType *temp;
	
	if(!bh)
		Error("printing execution failure, for binary heap is null, from func printBinaryHeap");	

	temp = bh->elements;
	for(i = 0; i < bh->capacity; i++)
	{
		printf("\n\t index[%d] = ", i);
		if(i < bh->size)
			printf("%d", bh->elements[i]);
		else
			printf("NULL");
	}
	printf("\n");
}

[3rd file binaryHeapOtherOperation.c]

 #include "binaryheap.h"

#define Infinity 10000
 // switch the elements 

void swap(ElementType *x, ElementType *y)
{
	ElementType temp;

	temp = *x;
	*x = *y;
	*y = temp;
}
 
// get the parent of the element with index 
int parentFromOne(int index)
{
	return index / 2;
}

// percolating up the element when its value is greater than children (minimal heap)
 //Attention: all of bh->elements starts from index 1
 void percolateUpFromOne(int index, BinaryHeap bh)
 {	
	ElementType *data;
	ElementType temp;
	int size;	
	int parent;
		
	data = bh->elements;
	size = bh->size;
	
	for(temp = data[index]; parentFromOne(index) > 0; index = parent)
	{
		parent = parentFromOne(index);
		if(parent == 0 || temp > data[parent])		 		
			break;
		else		
			data[index] = data[parent];					 						
	}
	data[index] = temp;
 }
 
 // get the left child of node under index with startup one
int leftChildFromOne(int index)
{
	return index * 2;
}
 
// percolating down the element when its value is greater than children (minimal heap)
 //Attention: all of bh->elements starts from index 1
 void percolateDownFromOne(int index, BinaryHeap bh)
 {	
	ElementType *data;
	int size;
	ElementType temp;
	int child;

	data = bh->elements;
	size = bh->size;

	for(temp = data[index]; leftChildFromOne(index) <= size; index = child)
	{
		child = leftChildFromOne(index);
		if(child < size && data[child] > data[child+1])
			child++;
		if(temp > data[child])
			data[index] = data[child];
		else
			break;
	}
	data[index] = temp;
 }

//decreasing value of the element under index by increment
void decreaseKey(int index, ElementType decrement, BinaryHeap bh)
{	
	if(index > bh->size || index < 1)
	{
		Error(" failed decreaseKey, since overstep the boundary! ");
		return ;
	}

	bh->elements[index] -= decrement; // update the element under given index
	percolateUpFromOne(index, bh);
}

//increasing value of the element under index by increment
void increaseKey(int index, ElementType increment, BinaryHeap bh)
{	
	if(index > bh->size || index < 1)
	{
		Error(" failed increaseKey, since overstep the boundary! ");
		return ;
	}

	bh->elements[index] += increment; // update the element under given index
	percolateDownFromOne(index, bh);
}

//deleting the element under index 
void deleteElement(int index, BinaryHeap bh)
{
	decreaseKey(index, Infinity, bh); // 1st step, decreaseKey operation placing the element under index upto the root	
	deleteMin(bh); //2nd step, deleteMin deleting the element under the root;
} 

// get the left child of node under index with startup zero
int leftChildFromZero(int index)
{
	return index * 2 + 1;
}
 
// percolating down the element when its value is greater than children (minimal heap)
 //Attention: all of bh->elements starts from index 0
 void percolateDownFromZero(int index, BinaryHeap bh)
 {	
	ElementType *data;
	ElementType temp;
	int size;	
	int child;

	data = bh->elements;
	size = bh->size;

	for(temp = data[index]; leftChildFromZero(index) < size; index = child)
	{
		child = leftChildFromZero(index);
		if(child < size - 1 && data[child] > data[child+1])
			child++;
		if(temp > data[child])
			data[index] = data[child];
		else
			break;
	}
	data[index] = temp;
}

// building the heap with data in array randomly
void buildHeap(BinaryHeap bh)
{
	int i;	
	ElementType *data;

	data = bh->elements;
	
	for(i = bh->size/2; i >= 0; i--)
		percolateDownFromZero(i, bh);		
}

 int main()
{
	ElementType data[] = {85, 80, 40, 30, 10, 70, 110}; // P141	
	ElementType buildHeapData[] = {150, 80, 40, 30, 10, 70, 110, 100, 20, 90, 60, 50, 120, 140, 130};
	BinaryHeap bh;	
	int size;
	int i;	
	int capacity;
	
	printf("\n\t=== test for inserting the binary heap with {85, 80, 40, 30, 10, 70, 110} in turn ===\n");
	capacity = 14;
	bh = initBinaryHeap(capacity);
	size = 7;	
	
	
	for(i = 0; i < size; i++)
		insert(data[i], bh);
	printBinaryHeap(bh);

	printf("\n\t=== test for inserting the binary heap with {100, 20, 90} in turn ===\n");
	insert(100, bh);
	insert(20, bh);
	insert(90, bh);
	printBinaryHeap(bh);

	printf("\n\t=== test for inserting the binary heap with 5 ===\n");
	insert(5, bh);		
	printBinaryHeap(bh);

	printf("\n\t=== test for 3 deletings towards the minimum in binary heap ===\n");
	deleteMin(bh);	
	printBinaryHeap(bh);
	deleteMin(bh);		
	printBinaryHeap(bh);
	deleteMin(bh);	
	printBinaryHeap(bh);

	// other operations in bianry heap	
	printf("\n\t====== test for other operations in bianry heap as follows ======\n");
	printf("\n\t=== test for increaseKey(4, 120, bh) ===\n");
	increaseKey(4, 120, bh);
	printBinaryHeap(bh);
	
	printf("\n\t=== test for increaseKey(2, 120, bh) ===\n");
	increaseKey(2, 120, bh);
	printBinaryHeap(bh);

	printf("\n\t=== test for decreaseKey(9, 195, bh) ===\n");
	decreaseKey(9, 195, bh);
	printBinaryHeap(bh);

	printf("\n\t=== test for decreaseKey(4, 90, bh) ===\n");
	decreaseKey(4, 90, bh);
	printBinaryHeap(bh);
	

	printf("\n\t=== test for decreaseKey(7, 50, bh) ===\n");
	decreaseKey(7, 50, bh);
	printBinaryHeap(bh);
	
	printf("\n\t=== test for decreaseKey(5, 155, bh) ===\n");
	decreaseKey(5, 155, bh);
	printBinaryHeap(bh);



	printf("\n\t=== test for deleteElement(4, bh) ===\n");
	deleteElement(4, bh);
	printBinaryHeap(bh);

	printf("\n\t=== test for deleteElement(1, bh) ===\n");
	deleteElement(1, bh);
	printBinaryHeap(bh);

	
	printf("\n\t=== test for deleteElement(3, bh) ===\n");
	deleteElement(3, bh);
	printBinaryHeap(bh); // test over , Bingo!
	 
	// as you know, the build heap operation is identical with other operations
	printf("\n\t=== test for building heap with {150, 80, 40, 30, 10, 70, 110, 100, 20, 90, 60, 50, 120, 140, 130} ===\n");
	capacity = 16;
	bh = initBinaryHeap(capacity);
	bh->size = 15;
	bh->elements = buildHeapData; 
	buildHeap(bh);
	printBinaryHeapFromZero(bh);

	return 0;
}

2.3）printing results：
这里写图片描述

posted @ 2015-10-30 08:09 PacosonSWJTU 阅读(952) 评论(0) 编辑收藏举报

会员力量，点亮园子希望

刷新页面返回顶部

技术分享，互惠你我！wish to make progress with everyone.

技术分享，互惠你我！wish to make progress with everyone.

关于二叉堆（优先队列）的其他操作及其应用

【0】README

【2】source code+printing