从参考文献中发现师承关系的方法:Automatically Learning Author Relationships from Bibliography Data
在微软学术搜索中还搜到一篇非常相关文章:
Automatically Learning Author Relationships from Bibliography Data
相关学术搜索的项目:
1.Mathematics Genealogy Project :Harry B. Coonce. The Mathematics Genealogy Project http://www.genealogy.ams.org/
2.the Computer Engineering Academic Genealogy :Yuan Xie.
3.Computer Engineering Academic Genealogy http://www.cse.psu.edu/ yuanxie/community/genealogy/.
4.the AI Genealogy Project: Benjamin Kuipers. AI Genealogy Project. http://aigp.csres.utexas.edu/
5.the Software Engineering Academic Genealogy:Tao Xie. The Software Engineering Academic Genealogy http://www.csc.ncsu.edu/faculty/xie/sefamily.htm
以上的项目都是手工添加的
本文特点:
1.自动的非手动的
2 基于参考文献库
3.基于机器学习 判别模型 和 生成模型
4.基于这样的假设:
(1) 老师在学生开展研究前已经毕业,并在学生毕业前仍然进行研究
by the first author who then picks his co-authors based on his academic relations during the publication year If the advisor is an author in DBLP, it may be (with an equal
probability) any author who graduated before the student starts his research and remained active until the student graduates.
(2)第一作者与在其他合作作者是具有学术关系的,第一作者做了主要工作,带着与其有学术关系的其他作者发表
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