摘要
大数据时代的到来冲击着高校的教育,必将导致高校教学模式的重大改变。为此从"计算机网络"实验课程的虚拟实验平台入手,提出了基于大数据的虚拟实验智能分析的设计框架,为将来设计网络虚拟实验平台提供参考。该框架利用数据挖掘和机器学习技术,为学生实验提供知识推荐、实验指导。与此同时为教师提供基于实验过程的分析反馈报告,以便教师及时了解学生的实验过程,便于指导教师的后续教学。
The coming big data era impacts the education of colleges and universities and it will lead to great changes in the course of Computer Network. A design framework for intelligent analysis of virtual experiment based on big data is proposed to provide reference for developing network virtual experimental platform in the future. Taking advantage of data mining and machine learning, this framework supplies knowledge recommendation, experimental instruction to students during experiment, and offers the analysis report to feedback to teachers based on experimental procedure. With such a report, teacher can know the situation of students＇ experiment on time, it will contribute to subsequent teaching.
出处
《实验室研究与探索》
CAS
北大核心
2017年第12期113-115,120,共4页
Research and Exploration In Laboratory
基金
四川大学实验技术立项资助项目(2015-108)
四川大学计算机学院实验技术立项资助项目
关键词
大数据
虚拟实验
智能分析
机器学习
数据挖掘
big data
virtual experiment
intelligent analysis
machine learning
data mining
