贪心算法实现班级平均分组

2024-09-03 20:28

本文主要是介绍贪心算法实现班级平均分组,希望对大家解决编程问题提供一定的参考价值,需要的开发者们随着小编来一起学习吧!

需求分析

**业务需求 : 二年级一班级有 50人 ,分为10个小组.
分组规则:

1 各个组的男女比例要大致平衡
2 各组成员的身高和要大致相等 例如 1组 身高和 = 2 组身高和 = 3 组. 以此类推
3 各组成员的总分和要大致相等 例如 1组 身高和 = 2 组身高和 = 3 组. 以此类推


import java.util.ArrayList;
import java.util.Collections;
import java.util.Comparator;
import java.util.List;
import java.util.stream.Collectors;public class DataGrouper {public static List<List<Person>> groupPeople(List<Person> people, int numGroups, int peoplePerGroup) {List<List<Person>> groups = new ArrayList<>();for (int i = 0; i < numGroups; i++) {groups.add(new ArrayList<>());}// Sort people by gender and then some other criteria if neededCollections.sort(people, Comparator.comparing(Person::getGender));// Simple greedy approachfor (Person person : people) {int bestGroup = -1;int minDiff = Integer.MAX_VALUE;// Find the group with the smallest difference in total heightfor (int i = 0; i < numGroups; i++) {int currentTotalHeight = groups.get(i).stream().mapToInt(Person::getHeight).sum();int diff = Math.abs(targetHeightPerGroup - currentTotalHeight);if (diff < minDiff && groups.get(i).size() < peoplePerGroup) {minDiff = diff;bestGroup = i;}}if (bestGroup != -1) {groups.get(bestGroup).add(person);}}// Note: This implementation does not guarantee perfect balance in height or score,// but tries to keep groups roughly balanced in size and gender.// For exact balancing, a more complex algorithm (e.g., dynamic programming, backtracking) would be needed.return groups;}// This is a placeholder for the target height per group, which should be calculated based on total height and number of groupsprivate static int targetHeightPerGroup = 0; // You would need to calculate this based on total height and number of groupspublic static void main(String[] args) {// Example usageList<Person> people = new ArrayList<>();people.add(new Person("吴思彤", "F", 160, 374.5));people.add(new Person("方新苗", "F", 159, 388.0));people.add(new Person("冯洛伊", "F", 149, 373.0));people.add(new Person("吴雨伦", "M", 164, 368.5));people.add(new Person("李佳如", "F", 169, 368.5));people.add(new Person("李浩泽", "M", 155, 364.0));people.add(new Person("周政宏", "M", 187, 364.0));people.add(new Person("骆思媛", "F", 156, 362.0));people.add(new Person("陶洁", "F", 172, 360.0));people.add(new Person("陈炅", "M", 142, 357.0));people.add(new Person("宋浩文", "M", 150, 356.0));people.add(new Person("郭凯鸣", "M", 164, 353.0));people.add(new Person("江诗莹", "F", 150, 352.5));people.add(new Person("陈子轩", "M", 156, 349.0));people.add(new Person("唐梓航", "M", 159, 347.5));people.add(new Person("董凌希", "F", 149, 346.5));people.add(new Person("黄紫依", "F", 164, 346.5));people.add(new Person("程涵薇", "F", 164, 343.0));people.add(new Person("王国林", "M", 170, 340.5));people.add(new Person("罗晨又", "M", 162, 335.5));people.add(new Person("林依辰", "F", 150, 332.5));people.add(new Person("顾恩赫", "M", 150, 330.0));people.add(new Person("华子雨", "F", 142, 327.5));people.add(new Person("吴若云", "F", 164, 326.5));people.add(new Person("林夏", "F", 149, 326.0));people.add(new Person("袁代隆", "M", 143, 318.5));people.add(new Person("王玉鑫", "M", 155, 318.0));people.add(new Person("郑书扬", "M", 165, 312.5));people.add(new Person("黄帮伟", "M", 142, 312.5));people.add(new Person("薛颂业", "M", 150, 308.5));people.add(new Person("杨凯迪", "M", 151, 306.0));people.add(new Person("杨景皓", "M", 175, 303.5));people.add(new Person("牛恺文", "M", 151, 302.5));people.add(new Person("吴子轩", "M", 156, 298.5));people.add(new Person("吴俊熙", "M", 160, 288.5));people.add(new Person("陈睿", "M", 170, 271.5));people.add(new Person("钱辰佑", "M", 158, 271.5));people.add(new Person("黄蔚哲", "M", 160, 262.5));people.add(new Person("靳梓轩", "F", 168, 260.5));people.add(new Person("唐瑶", "F", 168, 247.5));people.add(new Person("孙亚煊", "F", 164, 244.5));people.add(new Person("陈可馨", "F", 154, 208.0));people.add(new Person("卢婧雯", "F", 154, 203.0));people.add(new Person("宋鑫", "M", 155, 163.5));people.add(new Person("盛诗祺", "F", 150, 161.5));people.add(new Person("杨珂", "F", 162, 91.0));// Add people to the list...// 分8组int numGroups = 8;// 每组6人int peoplePerGroup = 6;// Calculate target height per group based on total height and number of groups (not shown here)List<List<Person>> groups = groupPeople(people, numGroups, peoplePerGroup);int count = 0;// Print or process the groups...for (int i = 0; i < groups.size(); i++) {System.out.print("Group " + (i + 1) + ": ");System.out.print("    身高和" + groups.get(i).stream().mapToInt(Person::getHeight).sum());System.out.print("    总分和" + groups.get(i).stream().mapToDouble(Person::getTotalScore).sum());int M = groups.get(i).stream().filter(stu -> "M".equals(stu.getGender())).collect(Collectors.toList()).size();int F = groups.get(i).stream().filter(stu -> "F".equals(stu.getGender())).collect(Collectors.toList()).size();System.out.println("    男: " + M + "  女: " + F);for (int j = 0; j < groups.get(i).size(); j++) {count = count + 1;System.out.println(groups.get(i).get(j) + "  -  " + j);}System.out.println(count);}}
}class Person {String name;String gender;int height;double totalScore;public Person(String name, String gender, int height, double totalScore) {this.name = name;this.gender = gender;this.height = height;this.totalScore = totalScore;}public String getName() {return name;}public void setName(String name) {this.name = name;}public String getGender() {return gender;}public void setGender(String gender) {this.gender = gender;}public int getHeight() {return height;}public void setHeight(int height) {this.height = height;}public double getTotalScore() {return totalScore;}public void setTotalScore(double totalScore) {this.totalScore = totalScore;}@Overridepublic String toString() {return "Person{" +"name='" + name + '\'' +", gender='" + gender + '\'' +", height=" + height +", totalScore=" + totalScore +'}';}
}

输出结果, 由于数据量比较小,看起来不够平衡, 数据量越大会越平衡

Group 1:     身高和939    总分和1840.5    男: 3  女: 3
Person{name='吴思彤', gender='F', height=160, totalScore=374.5}  -  0
Person{name='林夏', gender='F', height=149, totalScore=326.0}  -  1
Person{name='卢婧雯', gender='F', height=154, totalScore=203.0}  -  2
Person{name='郭凯鸣', gender='M', height=164, totalScore=353.0}  -  3
Person{name='黄帮伟', gender='M', height=142, totalScore=312.5}  -  4
Person{name='陈睿', gender='M', height=170, totalScore=271.5}  -  5
6
Group 2:     身高和832    总分和1727.0    男: 3  女: 2
Person{name='方新苗', gender='F', height=159, totalScore=388.0}  -  0
Person{name='吴若云', gender='F', height=164, totalScore=326.5}  -  1
Person{name='吴雨伦', gender='M', height=164, totalScore=368.5}  -  2
Person{name='王国林', gender='M', height=170, totalScore=340.5}  -  3
Person{name='杨景皓', gender='M', height=175, totalScore=303.5}  -  4
11
Group 3:     身高和942    总分和1814.0    男: 3  女: 3
Person{name='冯洛伊', gender='F', height=149, totalScore=373.0}  -  0
Person{name='黄紫依', gender='F', height=164, totalScore=346.5}  -  1
Person{name='盛诗祺', gender='F', height=150, totalScore=161.5}  -  2
Person{name='陈子轩', gender='M', height=156, totalScore=349.0}  -  3
Person{name='郑书扬', gender='M', height=165, totalScore=312.5}  -  4
Person{name='钱辰佑', gender='M', height=158, totalScore=271.5}  -  5
17
Group 4:     身高和960    总分和1798.0    男: 4  女: 2
Person{name='李佳如', gender='F', height=169, totalScore=368.5}  -  0
Person{name='靳梓轩', gender='F', height=168, totalScore=260.5}  -  1
Person{name='李浩泽', gender='M', height=155, totalScore=364.0}  -  2
Person{name='罗晨又', gender='M', height=162, totalScore=335.5}  -  3
Person{name='杨凯迪', gender='M', height=151, totalScore=306.0}  -  4
Person{name='宋鑫', gender='M', height=155, totalScore=163.5}  -  5
23
Group 5:     身高和927    总分和1896.5    男: 3  女: 3
Person{name='骆思媛', gender='F', height=156, totalScore=362.0}  -  0
Person{name='华子雨', gender='F', height=142, totalScore=327.5}  -  1
Person{name='孙亚煊', gender='F', height=164, totalScore=244.5}  -  2
Person{name='宋浩文', gender='M', height=150, totalScore=356.0}  -  3
Person{name='王玉鑫', gender='M', height=155, totalScore=318.0}  -  4
Person{name='吴俊熙', gender='M', height=160, totalScore=288.5}  -  5
29
Group 6:     身高和828    总分和1604.0    男: 3  女: 2
Person{name='陶洁', gender='F', height=172, totalScore=360.0}  -  0
Person{name='唐瑶', gender='F', height=168, totalScore=247.5}  -  1
Person{name='周政宏', gender='M', height=187, totalScore=364.0}  -  2
Person{name='顾恩赫', gender='M', height=150, totalScore=330.0}  -  3
Person{name='牛恺文', gender='M', height=151, totalScore=302.5}  -  4
34
Group 7:     身高和895    总分和1867.0    男: 3  女: 3
Person{name='江诗莹', gender='F', height=150, totalScore=352.5}  -  0
Person{name='林依辰', gender='F', height=150, totalScore=332.5}  -  1
Person{name='陈可馨', gender='F', height=154, totalScore=208.0}  -  2
Person{name='陈炅', gender='M', height=142, totalScore=357.0}  -  3
Person{name='袁代隆', gender='M', height=143, totalScore=318.5}  -  4
Person{name='吴子轩', gender='M', height=156, totalScore=298.5}  -  5
40
Group 8:     身高和944    总分和1699.0    男: 3  女: 3
Person{name='董凌希', gender='F', height=149, totalScore=346.5}  -  0
Person{name='程涵薇', gender='F', height=164, totalScore=343.0}  -  1
Person{name='杨珂', gender='F', height=162, totalScore=91.0}  -  2
Person{name='唐梓航', gender='M', height=159, totalScore=347.5}  -  3
Person{name='薛颂业', gender='M', height=150, totalScore=308.5}  -  4
Person{name='黄蔚哲', gender='M', height=160, totalScore=262.5}  -  5
46

这篇关于贪心算法实现班级平均分组的文章就介绍到这儿,希望我们推荐的文章对编程师们有所帮助!


原文地址:
本文来自互联网用户投稿,该文观点仅代表作者本人,不代表本站立场。本站仅提供信息存储空间服务,不拥有所有权,不承担相关法律责任。如若转载,请注明出处:http://www.chinasem.cn/article/1133960

相关文章

Python使用FFmpeg实现高效音频格式转换工具

《Python使用FFmpeg实现高效音频格式转换工具》在数字音频处理领域,音频格式转换是一项基础但至关重要的功能,本文主要为大家介绍了Python如何使用FFmpeg实现强大功能的图形化音频转换工具... 目录概述功能详解软件效果展示主界面布局转换过程截图完成提示开发步骤详解1. 环境准备2. 项目功能结

SpringBoot使用ffmpeg实现视频压缩

《SpringBoot使用ffmpeg实现视频压缩》FFmpeg是一个开源的跨平台多媒体处理工具集,用于录制,转换,编辑和流式传输音频和视频,本文将使用ffmpeg实现视频压缩功能,有需要的可以参考... 目录核心功能1.格式转换2.编解码3.音视频处理4.流媒体支持5.滤镜(Filter)安装配置linu

在Spring Boot中实现HTTPS加密通信及常见问题排查

《在SpringBoot中实现HTTPS加密通信及常见问题排查》HTTPS是HTTP的安全版本,通过SSL/TLS协议为通讯提供加密、身份验证和数据完整性保护,下面通过本文给大家介绍在SpringB... 目录一、HTTPS核心原理1.加密流程概述2.加密技术组合二、证书体系详解1、证书类型对比2. 证书获

Druid连接池实现自定义数据库密码加解密功能

《Druid连接池实现自定义数据库密码加解密功能》在现代应用开发中,数据安全是至关重要的,本文将介绍如何在​​Druid​​连接池中实现自定义的数据库密码加解密功能,有需要的小伙伴可以参考一下... 目录1. 环境准备2. 密码加密算法的选择3. 自定义 ​​DruidDataSource​​ 的密码解密3

使用Python实现Windows系统垃圾清理

《使用Python实现Windows系统垃圾清理》Windows自带的磁盘清理工具功能有限,无法深度清理各类垃圾文件,所以本文为大家介绍了如何使用Python+PyQt5开发一个Windows系统垃圾... 目录一、开发背景与工具概述1.1 为什么需要专业清理工具1.2 工具设计理念二、工具核心功能解析2.

Java实现本地缓存的常用方案介绍

《Java实现本地缓存的常用方案介绍》本地缓存的代表技术主要有HashMap,GuavaCache,Caffeine和Encahche,这篇文章主要来和大家聊聊java利用这些技术分别实现本地缓存的方... 目录本地缓存实现方式HashMapConcurrentHashMapGuava CacheCaffe

SpringBoot整合Sa-Token实现RBAC权限模型的过程解析

《SpringBoot整合Sa-Token实现RBAC权限模型的过程解析》:本文主要介绍SpringBoot整合Sa-Token实现RBAC权限模型的过程解析,本文给大家介绍的非常详细,对大家的学... 目录前言一、基础概念1.1 RBAC模型核心概念1.2 Sa-Token核心功能1.3 环境准备二、表结

Python实现一键PDF转Word(附完整代码及详细步骤)

《Python实现一键PDF转Word(附完整代码及详细步骤)》pdf2docx是一个基于Python的第三方库,专门用于将PDF文件转换为可编辑的Word文档,下面我们就来看看如何通过pdf2doc... 目录引言:为什么需要PDF转Word一、pdf2docx介绍1. pdf2docx 是什么2. by

使用Python实现网页表格转换为markdown

《使用Python实现网页表格转换为markdown》在日常工作中,我们经常需要从网页上复制表格数据,并将其转换成Markdown格式,本文将使用Python编写一个网页表格转Markdown工具,需... 在日常工作中,我们经常需要从网页上复制表格数据,并将其转换成Markdown格式,以便在文档、邮件或

Python使用pynput模拟实现键盘自动输入工具

《Python使用pynput模拟实现键盘自动输入工具》在日常办公和软件开发中,我们经常需要处理大量重复的文本输入工作,所以本文就来和大家介绍一款使用Python的PyQt5库结合pynput键盘控制... 目录概述:当自动化遇上可视化功能全景图核心功能矩阵技术栈深度效果展示使用教程四步操作指南核心代码解析