摘要
为了更好地支持数据挖掘教学示教,辅助学生理解数据挖掘流程与原理、掌握算法的开发实现及其应用,构建了一个开放可扩展的数据挖掘原型系统。分析了数据挖掘流程与任务,划分了系统功能模块,优选了各模块挖掘机制,梳理了关键原理与调控参数,开发了教学示教与学生实践平台,设计了基于该系统的教师示教与学生实践范式,并根据企业具体需求和具体数据给出部分执行页面。
In order to better support the demonstration teaching of data mining,assist students to understand the process and principle of data mining,and master the development,implementation and application of algorithms,an open and extensible data mining prototype system is constructed.This paper analyzes the data mining process and tasks,divides the system function modules,optimizes the mining mechanism of each module,summarizes the key principles and control parameters,develops the teaching demonstration and student practice platform,designs the teacher demonstration and student practice paradigm based on the system,and presents some execution pages according to the specific needs and data of the enterprise.
作者
吕盛坪
王海林
李君
LYU Shengping;WANG Hailin;LI Jun(School of Engineering,South China Agricultural University,Guangzhou 510642,China)
出处
《实验技术与管理》
CAS
北大核心
2021年第8期163-168,共6页
Experimental Technology and Management
基金
2017年广东省教育厅教学改革研究项目(粤教高函〔2017〕214号)
2018年华南农业大学教育教学改革项目(JG2018104)。
关键词
数据挖掘
使用范式
系统开发
data mining
usage paradigm
system development