Incorporating word embeddings into topic modeling of short text

Knowledge and Information Systems ◽

10.1007/s10115-018-1314-7 ◽

2018 ◽

Vol 61 (2) ◽

pp. 1123-1145 ◽

Author(s):

Wang Gao ◽

Min Peng ◽

Hua Wang ◽

Yanchun Zhang ◽

Qianqian Xie ◽

...

Keyword(s):

Topic Modeling ◽

Word Embeddings ◽

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Relational Biterm Topic Model: Short-Text Topic Modeling using Word Embeddings

The Computer Journal ◽

10.1093/comjnl/bxy037 ◽

2018 ◽

Vol 62 (3) ◽

pp. 359-372 ◽

Author(s):

Ximing Li ◽

Ang Zhang ◽

Changchun Li ◽

Lantian Guo ◽

Wenting Wang ◽

...

Keyword(s):

Topic Modeling ◽

Topic Model ◽

Word Embeddings ◽

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Contextual Word Embeddings and Topic Modeling in Healthy Dieting and Obesity

Journal of Healthcare Informatics Research ◽

10.1007/s41666-019-00052-5 ◽

2019 ◽

Vol 3 (2) ◽

pp. 159-183 ◽

Author(s):

Vijaya Kumari Yeruva ◽

Sidrah Junaid ◽

Yugyung Lee

Keyword(s):

Topic Modeling ◽

Word Embeddings

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Neural Topic Models for Short Text Using Pretrained Word Embeddings and Its Application To Real Data

10.1109/ickii51822.2021.9574752 ◽

2021 ◽

Author(s):

Riki Murakami ◽

Basabi Chakraborty

Keyword(s):

Topic Models ◽

Real Data ◽

Word Embeddings ◽

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LDA-PSTR: A Topic Modeling Method for Short Text

Advanced Data Mining and Applications - Lecture Notes in Computer Science ◽

10.1007/978-3-030-05090-0_29 ◽

2018 ◽

pp. 339-352

Author(s):

Kai Zhou ◽

Qun Yang

Keyword(s):

Topic Modeling ◽

Modeling Method ◽

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Learning from Few Samples: Lexical Substitution with Word Embeddings for Short Text Classification

2019 ACM/IEEE Joint Conference on Digital Libraries (JCDL) ◽

10.1109/jcdl.2019.00025 ◽

2019 ◽

Author(s):

Abel Elekes ◽

Antonino Simone Di Stefano ◽

Martin Schaler ◽

Klemens Bohm ◽

Matthias Keller

Keyword(s):

Text Classification ◽

Word Embeddings ◽

Lexical Substitution

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Evaluation of the Dirichlet Process Multinomial Mixture Model for Short-Text Topic Modeling

2018 6th International Symposium on Computational and Business Intelligence (ISCBI) ◽

10.1109/iscbi.2018.00025 ◽

2018 ◽

Author(s):

Alexander Karlsson ◽

Denio Duarte ◽

Gunnar Mathiason ◽

Juhee Bae

Keyword(s):

Mixture Model ◽

Dirichlet Process ◽

Topic Modeling ◽

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A general framework to expand short text for topic modeling

Information Sciences ◽

10.1016/j.ins.2017.02.007 ◽

2017 ◽

Vol 393 ◽

pp. 66-81 ◽

Author(s):

Paulo Bicalho ◽

Marcelo Pita ◽

Gabriel Pedrosa ◽

Anisio Lacerda ◽

Gisele L. Pappa

Keyword(s):

Topic Modeling ◽

General Framework ◽

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Topic modeling in short-text using non-negative matrix factorization based on deep reinforcement learning

Journal of Intelligent & Fuzzy Systems ◽

10.3233/jifs-191690 ◽

2020 ◽

Vol 39 (1) ◽

pp. 753-770 ◽

Author(s):

Zeinab Shahbazi ◽

Yung-Cheol Byun

Keyword(s):

Reinforcement Learning ◽

Matrix Factorization ◽

Topic Modeling ◽

Non Negative Matrix Factorization

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Enhancing Short Text Topic Modeling with FastText Embeddings

2020 International Conference on Big Data, Artificial Intelligence and Internet of Things Engineering (ICBAIE) ◽

10.1109/icbaie49996.2020.00060 ◽

2020 ◽

Author(s):

Fan Zhang ◽

Wang Gao ◽

Yuan Fang ◽

Bo Zhang

Keyword(s):

Topic Modeling ◽

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Short text topic modeling by exploring original documents

Knowledge and Information Systems ◽

10.1007/s10115-017-1099-0 ◽

2017 ◽

Vol 56 (2) ◽

pp. 443-462 ◽

Author(s):

Ximing Li ◽

Changchun Li ◽

Jinjin Chi ◽

Jihong Ouyang

Keyword(s):

Topic Modeling ◽

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