Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding

Author:

Meng Yu1,Zhang Yunyi1,Huang Jiaxin1,Zhang Yu1,Zhang Chao2,Han Jiawei1

Affiliation:

1. University of Illinois at Urbana-Champaign, Champaign, IL, USA

2. Georgia Institute of Technology, Atlanta, GA, USA

Funder

National Science Foundation

Defense Advanced Research Projects Agency

Defense Threat Reduction Agency

Publisher

ACM

Reference37 articles.

1. Enrique Alfonseca Katja Filippova Jean-Yves Delort and Guillermo Garrido. 2012. Pattern Learning for Relation Extraction with a Hierarchical Topic Model. In ACL. Enrique Alfonseca Katja Filippova Jean-Yves Delort and Guillermo Garrido. 2012. Pattern Learning for Relation Extraction with a Hierarchical Topic Model. In ACL.

2. David Andrzejewski and Xiaojin Zhu. 2009. Latent Dirichlet Allocation with Topic-in-Set Knowledge. In HLT-NAACL. David Andrzejewski and Xiaojin Zhu. 2009. Latent Dirichlet Allocation with Topic-in-Set Knowledge. In HLT-NAACL.

3. Kayhan Batmanghelich Ardavan Saeedi Karthik Narasimhan and Sam Gershman. 2016. Nonparametric spherical topic modeling with word embeddings. In ACL. 537. Kayhan Batmanghelich Ardavan Saeedi Karthik Narasimhan and Sam Gershman. 2016. Nonparametric spherical topic modeling with word embeddings. In ACL. 537.

4. David M. Blei Thomas L. Griffiths Michael I. Jordan and Joshua B. Tenenbaum. 2003 a. Hierarchical Topic Models and the Nested Chinese Restaurant Process. In NIPS. David M. Blei Thomas L. Griffiths Michael I. Jordan and Joshua B. Tenenbaum. 2003 a. Hierarchical Topic Models and the Nested Chinese Restaurant Process. In NIPS.

5. David M Blei and Jon D Mcauliffe. 2008. Supervised topic models. In NIPS. 121--128. David M Blei and Jon D Mcauliffe. 2008. Supervised topic models. In NIPS. 121--128.

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