Coursera Algorithms week3 快速排序 练习测验: Nuts and bolts
题目原文:
Nuts and bolts. A disorganized carpenter has a mixed pile of n nuts and n bolts. The goal is to find the corresponding pairs of nuts and bolts. Each nut fits exactly one bolt and each bolt fits exactly one nut. By fitting a nut and a bolt together, the carpenter can see which one is bigger (but the carpenter cannot compare two nuts or two bolts directly). Design an algorithm for the problem that uses nlogn compares (probabilistically).
分析:
题意是有一堆螺帽和螺钉,分别为n个,每个螺帽只可能和一个螺钉配对,目标是找出配对的螺帽和螺钉。螺帽和螺钉的是否配对只能通过螺帽和螺钉比较,不能通过两个螺帽或两个螺钉的比较来判断。比较次数要求限制在nlogn次
设计过程中思考了如下几个问题:
1. 螺帽和螺钉的配对怎么判断?
-螺帽和螺钉分别设计成不同的对象,每个对象都有个size属性,通过判断不同对象的size是否相等来判断是否配对
2. 为什么不能通过把螺帽和螺钉分别排序,然后对应位置一一配对的方式进行设计?
-假如那堆螺帽和螺钉中分别有落单的不能配对的,这种排序后靠位置来匹配的配对方式就明显不合适了,也就是说这种做法鲁棒性太差
3. 既然不能分别排序,那采用把螺帽和螺钉混在一起排序的方式如何?
-恩,貌似可行,但遇到螺帽和螺钉中分别有落单的不能配对的情况,我怎么判断某个位置i处元素是与i-1处的元素配对?还是与i+1处的元素配对?还是i处元素落单呢?
综上几个问题考虑之后,决定如下设计:
a. 现将螺帽进行快速排序,复杂度nlogn
b. 逐个遍历螺钉组中的每个螺钉,在已排序的螺帽中,采用二分查找的方法查找其配对的螺帽。比较次数nlogn,满足题目要求
代码如下
package week3;
/**
* 螺帽和螺钉共有父类
* @author evasean www.cnblogs.com/evasean/
*/
public class NBParent {
public NBParent(int size){
this.size = size;
}
private int size;
public int getSize() {
return size;
}
public void setSize(int size) {
this.size = size;
}
}
package week3;
/**
* 螺帽类
* @author evasean www.cnblogs.com/evasean/
*/
public class Nut extends NBParent{
public Nut(int size){
super(size);
}
}
package week3;
/**
* 螺钉类
* @author evasean www.cnblogs.com/evasean/
*/
public class Bolt extends NBParent{
public Bolt(int size){
super(size);
}
}
package week3; import java.util.HashMap;
import java.util.Iterator;
import java.util.Map;
import java.util.Map.Entry;
import edu.princeton.cs.algs4.StdRandom;
/**
* 螺帽类
* @author evasean www.cnblogs.com/evasean/
*/
public class NutsAndBolts {
Map<Nut, Bolt> pairs = new HashMap<Nut, Bolt>(); // 存储配对的螺帽和螺丝对
Nut[] nuts;
Bolt[] bolts;
int n; public NutsAndBolts(Nut[] nuts, Bolt[] bolts, int n) {
this.nuts = nuts;
this.bolts = bolts;
this.n = n;
} private int compare(NBParent v, NBParent w) {
int vsize = v.getSize();
int wsize = w.getSize();
if (vsize == wsize) return 0;
else if (vsize > wsize) return 1;
else return -1;
}
private void exch(NBParent[] nb, int i, int j){
NBParent t = nb[i];
nb[i]=nb[j];
nb[j]=t;
} public Map<Nut, Bolt> findPairs() {
sort(bolts,0,n-1); //先对bolts进行快速排序
for(int i = 0; i<n;i++){ //遍历nuts,并在bolts中寻找其成对的bolt
Nut nut = nuts[i];
Bolt bolt= findBolt(nut);
if(bolt != null)
pairs.put(nut, bolt);
}
return pairs;
}
private Bolt findBolt(Nut nut){ //在排好序的bolts中二分查找nut
int lo = 0;
int hi = n-1;
while(lo<=hi){
int mid = lo+(hi-lo)/2;
int cr = compare(bolts[mid],nut);
if(cr<0) lo = mid+1;
else if(cr>0) hi = mid-1;
else return bolts[mid];
}
return null;
}
private void sort(NBParent[] nb, int lo, int hi){
if(hi<=lo) return;
int j = partition(nb,lo,hi);
sort(nb,lo,j-1);
sort(nb,j+1,hi);
} private int partition(NBParent[] nb, int lo, int hi){
int i = lo;
int j = hi+1;
NBParent v = nb[lo];
while(true){
while(compare(nb[++i],v)<0) if(i==hi) break;
while(compare(nb[--j],v)>0) if(j==lo) break;
if(i>=j) break;
exch(nb,i,j);
}
exch(nb,lo,j);
return j;
} public static void main(String[] args) {
int n = 10;
Nut[] nuts = new Nut[n];
Bolt[] bolts = new Bolt[n];
for (int i = 0; i < n-1; i++) {
Nut nut = new Nut(i + 1);
nuts[i] = nut;
Bolt bolt = new Bolt(i + 2);
bolts[i] = bolt;
}
//故意做一对不一样的
nuts[n-1] = new Nut(13);//nuts的size分别为{1,2,3,4,5,6,7,8,9,13}
bolts[n-1] = new Bolt(1);//bolts的size分别是{2,3,4,5,6,7,8,9,10,1}
StdRandom.shuffle(nuts);
StdRandom.shuffle(bolts);
NutsAndBolts nb = new NutsAndBolts(nuts, bolts, n);
Map<Nut, Bolt> pairs = nb.findPairs();
Iterator<Entry<Nut, Bolt>> iter = pairs.entrySet().iterator();
while(iter.hasNext()){
Entry<Nut, Bolt> e = iter.next();
Nut nut = e.getKey();
Bolt bolt = e.getValue();
System.out.print("<"+nut.getSize()+","+bolt.getSize()+">,");
}
System.out.println();
}
}
Coursera Algorithms week3 快速排序 练习测验: Nuts and bolts的更多相关文章
- Coursera Algorithms week3 快速排序 练习测验: Decimal dominants(寻找出现次数大于n/10的元素)
题目原文: Decimal dominants. Given an array with n keys, design an algorithm to find all values that occ ...
- Coursera Algorithms week3 快速排序 练习测验: Selection in two sorted arrays(从两个有序数组中寻找第K大元素)
题目原文 Selection in two sorted arrays. Given two sorted arrays a[] and b[], of sizes n1 and n2, respec ...
- Coursera Algorithms week3 归并排序 练习测验: Shuffling a linked list
题目原文: Shuffling a linked list. Given a singly-linked list containing n items, rearrange the items un ...
- Coursera Algorithms week3 归并排序 练习测验: Counting inversions
题目原文: An inversion in an array a[] is a pair of entries a[i] and a[j] such that i<j but a[i]>a ...
- Coursera Algorithms week3 归并排序 练习测验: Merging with smaller auxiliary array
题目原文: Suppose that the subarray a[0] to a[n-1] is sorted and the subarray a[n] to a[2*n-1] is sorted ...
- Coursera Algorithms week1 算法分析 练习测验: Egg drop 扔鸡蛋问题
题目原文: Suppose that you have an n-story building (with floors 1 through n) and plenty of eggs. An egg ...
- Coursera Algorithms week1 算法分析 练习测验: 3Sum in quadratic time
题目要求: Design an algorithm for the 3-SUM problem that takes time proportional to n2 in the worst case ...
- (转)Nuts and Bolts of Applying Deep Learning
Kevin Zakka's Blog About Nuts and Bolts of Applying Deep Learning Sep 26, 2016 This weekend was very ...
- Coursera Algorithms week2 基础排序 练习测验: Dutch national flag 荷兰国旗问题算法
第二周课程的Elementray Sorts部分练习测验Interview Questions的第3题荷兰国旗问题很有意思.题目的原文描述如下: Dutch national flag. Given ...
随机推荐
- mysql命令行导出数据
1. 包含表头 mysql -h${1} -P${2} -u${3} -p${4} -Dpom_${5} --default-character-set=utf8 -B -e > result. ...
- 用Grunt进行CSS文件压缩
假设你的项目的CSS文件全部放在项目目录下名为css的文件夹中,现在将它压缩合并成一个名为main-min.css的文件,放在css-min文件夹下. (1)首先保证机器安装了node.js. (2) ...
- 国密SSL证书免费试用申请指南
沃通提供国密SSL证书免费申请试用服务,一次申请可同时签发SM2/RSA双算法证书,试用周期1个月,用于测试国密SM2 SSL证书的运行效果和SM2/RSA双证书部署效果. 试用产品:SM2/RSA双 ...
- Fiddler构造请求
Fiddler工具是一个http协议调试代理工具,它可以帮助程序员测试或调试程序,辅助web开发. Fiddler工具可以发送向服务端发送特定的HTTP请求以及接受服务器回应的请求和数据,是web调试 ...
- Day 11 文件和异常
文件和异常 在实际开发中,常常需要对程序中的数据进行持久化操作,而实现数据持久化最直接简单的方式就是将数据保存到文件中.说到“文件”这个词,可能需要先科普一下关于文件系统的知识,对于这个概念,维基百科 ...
- .net 学习视频
http://www.iqiyi.com/a_19rrh9jx9p.html http://www.cnblogs.com/aarond/p/SQLDispatcher.html --读写分离 ht ...
- POJ 3984 迷宫问题 (BFS + Stack)
链接 : Here! 思路 : BFS一下, 然后记录下每个孩子的父亲用于找到一条路径, 因为寻找这条路径只能从后向前找, 这符合栈的特点, 因此在输出路径的时候先把目标节点压入栈中, 然后不断的向前 ...
- linux下的vi的使用方法
vi的使用: 一般指令模式: vi打开一个文件就直接进入一般指令模式,可以进行删除.复制.粘贴.但是不可以对文件的内容进行修改. 常用命令: ctrl + f 向下移动一页 ctrl + b 向上移动 ...
- 46.颜色+品牌下钻分析时按最深层metric进行排序
主要知识点: 在做下钻分析时的排序 需求,以颜色进行bucket,这里bucket里面的doc以其各品牌的平均价格排序, GET /tvs/sales/_search { " ...
- 44.bucket filter:统计各品牌最近一个月的平均价格
课程大纲 GET /tvs/sales/_search { "size": 0, "query": { "term": { &quo ...