基于Python的Web数据挖掘应用
|
摘要
网络学习平台高职院校师生互动学习中发挥着重要作用。学生在使用网络学习平台的过程中,产生积累了大量的数据信息,Python作为当前数据挖掘领域最为流行的热门语言,具有强大的数据挖掘及分析的功能。通过利用Python程序对网络学习平台积累的大量的日志信息进行分析,通过这些数据信息挖掘出学生利用网络学习平台学习的规律变化信息,以期为教师的教学辅导提供参考的依据。
Thanks to the development of"the Internet + education",in higher vocational colleges,the interaction between teachers and students through network learning platform has played a very important role in learning. By the network learning platform,students have accumulated a large amount of data information. Python,as the current popular language in data mining area,has a strong function of data mining and analysis. In this paper,a python program is used to analyze a large amount of log information accumulated by online learning platforms,so as to dig out the change information of students' learning by using online learning platforms,providing reference basis for teachers' teaching.
Thanks to the development of"the Internet + education",in higher vocational colleges,the interaction between teachers and students through network learning platform has played a very important role in learning. By the network learning platform,students have accumulated a large amount of data information. Python,as the current popular language in data mining area,has a strong function of data mining and analysis. In this paper,a python program is used to analyze a large amount of log information accumulated by online learning platforms,so as to dig out the change information of students' learning by using online learning platforms,providing reference basis for teachers' teaching.
引文
[1]刘熠.基于python的Web数据挖掘技术研究与实现[D].荆州:长江大学,2018.
[2](澳)ROBERT LAYTON. Python数据挖掘入门与实践[M].杜春晓,译.北京:人民邮电出版社,2016.
[3]宋永生.基于Python的高职院校学习平台数据挖掘研究[J].电脑知识与技术,2018(33):15-17.
[4]耿大伟.基于Python技术的校园网搜索引擎的设计与实现[D].秦皇岛:燕山大学,2015.
[5]邝洪胜.基于Python的电商导购APP设计与实现[D].广州:华南理工大学,2015.
[6]刘原铭.基于Python的中小学云课堂平台设计与实现[D].北京:北京交通大学,2018.
[7]高蓓.基于Python的图表自动生成系统[D].太原:山西大学,2017.
[8]何宏远.基于Python语言的web数据挖掘研究[J].计算机产品与流通,2019(1):112.
[9]宋永生,吴新华.基于Python的Moodle学习平台日志分析[J].计算机时代,2018(10):19-21.
[10]任海鹏,邓春红,孙宇.云计算在智慧校园服务器部署中的设计与应用[J].浙江水利水电学院学报,2018(4):74-77.
[11]房遵堂.基于网络爬虫的在线教育平台设计与实现[D].北京:北京交通大学,2016(6):1-60.
[12]周中华,张惠然,谢江.基于Python的新浪微博数据爬虫[J].计算机应用,2014,34(11):3131-3134.
[13]陈艳.基于ICA和自适应混合智能算法的应用[J].浙江水利水电学院学报,2019,31(1):68-72.
[2](澳)ROBERT LAYTON. Python数据挖掘入门与实践[M].杜春晓,译.北京:人民邮电出版社,2016.
[3]宋永生.基于Python的高职院校学习平台数据挖掘研究[J].电脑知识与技术,2018(33):15-17.
[4]耿大伟.基于Python技术的校园网搜索引擎的设计与实现[D].秦皇岛:燕山大学,2015.
[5]邝洪胜.基于Python的电商导购APP设计与实现[D].广州:华南理工大学,2015.
[6]刘原铭.基于Python的中小学云课堂平台设计与实现[D].北京:北京交通大学,2018.
[7]高蓓.基于Python的图表自动生成系统[D].太原:山西大学,2017.
[8]何宏远.基于Python语言的web数据挖掘研究[J].计算机产品与流通,2019(1):112.
[9]宋永生,吴新华.基于Python的Moodle学习平台日志分析[J].计算机时代,2018(10):19-21.
[10]任海鹏,邓春红,孙宇.云计算在智慧校园服务器部署中的设计与应用[J].浙江水利水电学院学报,2018(4):74-77.
[11]房遵堂.基于网络爬虫的在线教育平台设计与实现[D].北京:北京交通大学,2016(6):1-60.
[12]周中华,张惠然,谢江.基于Python的新浪微博数据爬虫[J].计算机应用,2014,34(11):3131-3134.
[13]陈艳.基于ICA和自适应混合智能算法的应用[J].浙江水利水电学院学报,2019,31(1):68-72.