Topic Models

A topic model is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. Topic modeling is a frequently used text-mining tool for the discovery of hidden semantic structures in a text body.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 661–670 of 881 papers

Title	Date	Tasks	Status
A Computationally Efficient Algorithm for Learning Topical Collocation Models	Jul 1, 2015	Document ClassificationInformation Retrieval	—Unverified
Active Learning with Constrained Topic Model	Jun 1, 2014	Active Learningmodel	—Unverified
Adapting Topic Models using Lexical Associations with Tree Priors	Sep 1, 2017	Machine TranslationTopic Models	—Unverified
A Deep and Autoregressive Approach for Topic Modeling of Multimodal Data	Sep 13, 2014	image-classificationImage Classification	—Unverified
A Domain Adaptation Regularization for Denoising Autoencoders	Aug 1, 2016	DenoisingDocument Ranking	—Unverified
A Double Parametric Bootstrap Test for Topic Models	Nov 19, 2017	Topic Models	—Unverified
Advice from the Oracle: Really Intelligent Information Retrieval	Jan 2, 2018	Information RetrievalRetrieval	—Unverified
A Frame of Mind: Using Statistical Models for Detection of Framing and Agenda Setting Campaigns	Jul 1, 2015	Time Series AnalysisTopic Models	—Unverified
A framework for streamlined statistical prediction using topic models	Apr 15, 2019	Dimensionality ReductionTopic Models	—Unverified
A General Method for Robust Bayesian Modeling	Oct 17, 2015	regressionTopic Models	—Unverified

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All datasets 20NewsGroups AG News 20 Newsgroups Arxiv HEP-TH citation graph AgNews NYT

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.69	—	Unverified
2	GSM	C_v	0.55	—	Unverified
3	vNVDM	C_v	0.52	—	Unverified
4	ETM	C_v	0.51	—	Unverified
5	NSTM	C_v	0.38	—	Unverified
6	ProdLDA	C_v	0.35	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.49	—	Unverified
2	vNVDM	C_v	0.44	—	Unverified
3	GSM	C_v	0.41	—	Unverified
4	ETM	C_v	0.41	—	Unverified
5	NSTM	C_v	0.37	—	Unverified
6	ProdLDA	C_v	0.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NVDM	Test perplexity	836	—	Unverified
2	Bayesian SMM	Test perplexity	515	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JoSH	MACC	83.24	—	Unverified
2	TopicEq	Topic Coherence@50	0.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	vONTSS	C_v	0.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	JoSH	MACC	90.91	—	Unverified