基于邻近词分析的电子商务技能需求分析
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摘要
本文以网络招聘信息为研究对象,先对其进行描述统计分析,把握企业人才技能基本要求;后对职位描述信息进行分词,统计关键词的词频、词性和词序;再结合语言表述模式,确定核心关键词;最后采用python程序快速查找核心关键词的邻近词,并对有意义的邻近词进行语义分析。从综合素质和专业技能两个方面挖掘电子商务技能需求。
Taking the web recruitment information as the research object,firstly,this paper carries on the descriptive statistical analysis to grasp the basic requirements of enterprise talent skills.Then,it uses Chinese statistical word segmentation on the job description information and counts the frequency,property and order of the keywords.Moreover,it determines the core keywords using the language model.In the end,it finds the adjacent ones of core keywords quickly by using the Python program and takes semantic analysis on the meaningful adjacent words.This paper tries to explore the e-commerce skills needs from the two aspects of comprehensive quality and professional skills.
Taking the web recruitment information as the research object,firstly,this paper carries on the descriptive statistical analysis to grasp the basic requirements of enterprise talent skills.Then,it uses Chinese statistical word segmentation on the job description information and counts the frequency,property and order of the keywords.Moreover,it determines the core keywords using the language model.In the end,it finds the adjacent ones of core keywords quickly by using the Python program and takes semantic analysis on the meaningful adjacent words.This paper tries to explore the e-commerce skills needs from the two aspects of comprehensive quality and professional skills.
引文
[1]蔡文杰,李悦,王伟军,等.信息管理与信息系统专业本科人才市场需求分析——基于网上招聘的内容分析[J].图书馆学刊,2009(8):18-20.
[2]邓之宏,钟利红.中国企业电子商务岗位人才核心技能需求实证研究——基于招聘广告的内容分析[J].企业经济,2013(9):97-100.
[3]詹川.基于文本挖掘的专业人才技能需求分析——以电子商务专业为例[J].图书馆论坛,2017(5):116-123.
[4]高希瑞,吕斌.企业情报职业需求分析——基于招聘网的统计与挖掘[J].图书情报工作,2009(4):9-12.
[5]魏孝文,王筠.企业信息情报职业需求的调查与分析[J].情报杂志,2015(9):68-71.
[6]Chao CA,Shih SC.Organizational and end-user information systems job market:An analysis of job types and skill requirements[J].InformationTechnology Learning&Performance Journal,2005,23(2):1-15.
[7]Lee SM,LeeCK.ITmanagers'requisite skills[J].Communications of the ACM,2006,49(4):111-114.
[8]Sodhi MS,Son BG.Content analysis of OR job advertisements to infer required skills[J].The Journal of the Operational Research Society,2010,61(9):1315-1327.
[9]吕露,韩毅.基于招聘网站的信息管理职业知识技能需求调查[J].情报理论与实践,2012(6):88-91.
[10]Fxsjy.结巴中文分词[EB/OL].[2018-03-21].https://github.com/fxsjy/jieba/tree/jieba3k.
[11]潘炜,沈超.面向层次分类标签的词性标注系统[J].计算机工程,2009(21):197-199.
[12]夏立新,楚林,王忠义,等.基于网络文本挖掘的就业知识需求关系构建[J].图书情报知识,2016(1):94-100.
[2]邓之宏,钟利红.中国企业电子商务岗位人才核心技能需求实证研究——基于招聘广告的内容分析[J].企业经济,2013(9):97-100.
[3]詹川.基于文本挖掘的专业人才技能需求分析——以电子商务专业为例[J].图书馆论坛,2017(5):116-123.
[4]高希瑞,吕斌.企业情报职业需求分析——基于招聘网的统计与挖掘[J].图书情报工作,2009(4):9-12.
[5]魏孝文,王筠.企业信息情报职业需求的调查与分析[J].情报杂志,2015(9):68-71.
[6]Chao CA,Shih SC.Organizational and end-user information systems job market:An analysis of job types and skill requirements[J].InformationTechnology Learning&Performance Journal,2005,23(2):1-15.
[7]Lee SM,LeeCK.ITmanagers'requisite skills[J].Communications of the ACM,2006,49(4):111-114.
[8]Sodhi MS,Son BG.Content analysis of OR job advertisements to infer required skills[J].The Journal of the Operational Research Society,2010,61(9):1315-1327.
[9]吕露,韩毅.基于招聘网站的信息管理职业知识技能需求调查[J].情报理论与实践,2012(6):88-91.
[10]Fxsjy.结巴中文分词[EB/OL].[2018-03-21].https://github.com/fxsjy/jieba/tree/jieba3k.
[11]潘炜,沈超.面向层次分类标签的词性标注系统[J].计算机工程,2009(21):197-199.
[12]夏立新,楚林,王忠义,等.基于网络文本挖掘的就业知识需求关系构建[J].图书情报知识,2016(1):94-100.