Concept-based analysis of scientific literature

@inproceedings{Tsai2013ConceptbasedAO,
  title={Concept-based analysis of scientific literature},
  author={Chen-Tse Tsai and Gourab Kundu and Dan Roth},
  booktitle={CIKM},
  year={2013}
}
This paper studies the importance of identifying and categorizing scientific concepts as a way to achieve a deeper understanding of the research literature of a scientific community. To reach this goal, we propose an unsupervised bootstrapping algorithm for identifying and categorizing mentions of concepts. We then propose a new clustering algorithm that uses citations' context as a way to cluster the extracted mentions into coherent concepts. Our evaluation of the algorithms against gold… CONTINUE READING
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Latent Dirichlet Allocation

View 12 Excerpts
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The ACL anthology network corpus

Language Resources and Evaluation • 2009
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Gibbslda++: A C/C++ implementation of latent dirichlet allocation (LDA)

X.-H. Phan, C.-T. Nguyen
2007
View 2 Excerpts
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