| 注册
首页|期刊导航|计算机应用与软件|基于爬虫技术的网络负面情绪挖掘系统设计与实现

基于爬虫技术的网络负面情绪挖掘系统设计与实现

彭纪奔 吴林 陈贤 黄雷君

计算机应用与软件2016,Vol.33Issue(10):9-13,71,6.
计算机应用与软件2016,Vol.33Issue(10):9-13,71,6.DOI:10.3969/j.issn.1000-386x.2016.10.003

基于爬虫技术的网络负面情绪挖掘系统设计与实现

DESIGN AND IMPLEMENTATION OF A WEB CRAWLING-BASED NEGATIVE EMOTION MINING SYSTEM

彭纪奔 1吴林 2陈贤 3黄雷君4

作者信息

  • 1. 温州大学物理与电子信息工程学院 浙江 温州 325035
  • 2. 温州大学教师教育学院 浙江 温州 325035
  • 3. 温州大学机电工程学院 浙江 温州 325035
  • 4. 浙江农林大学信息工程学院 浙江 临安 311300
  • 折叠

摘要

Abstract

The rise of social networks provides people a new emotional space,but those who show psychological health problems online are usually lack of due attention and help,and sometimes even become the victims of Internet violence.To facilitate offering psychological counselling and assistance to those people in need in cyberspace timely and effectively,we propose a crawling-based web negative emotion mining system called CyberCare.Adopting the Scrapy open-source crawling framework,CyberCare periodically and automatically crawls target websites and measures the negative emotion of crawled web pages.The system also provides an interface to voluntary psychologists for timely intervention.Results of experiments targeted at several known social network websites show that CyberCare can narrow the concerning range of psychologists to one thousandth of all the new posts on websites,thus significantly improves work efficiency.For specific section of emotional class,the precision and recall of experimental results reach approximately 60% and 80% respectively,this shows the effectiveness of the system.

关键词

网络爬虫/情绪挖掘/负面情绪/正则表达式

Key words

Web crawler/Emotion mining/Negative emotion/Regular expression

分类

信息技术与安全科学

引用本文复制引用

彭纪奔,吴林,陈贤,黄雷君..基于爬虫技术的网络负面情绪挖掘系统设计与实现[J].计算机应用与软件,2016,33(10):9-13,71,6.

基金项目

浙江省新苗人才计划项目(2014R424018)。 ()

计算机应用与软件

OACSTPCD

1000-386X

访问量0
|
下载量0
段落导航相关论文