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 151–160 of 881 papers

Title	Date	Tasks	Status
Credible Review Detection with Limited Information using Consistency Analysis	May 7, 2017	Topic Models	—Unverified
Cross-Lingual Topic Alignment in Time Series Japanese / Chinese News	Nov 1, 2012	Time SeriesTime Series Analysis	—Unverified
Concept-based Selectional Preferences and Distributional Representations from Wikipedia Articles	May 1, 2012	ArticlesSemantic Role Labeling	—Unverified
A latent topic model for mining heterogenous non-randomly missing electronic health records data	Nov 1, 2018	Collaborative FilteringTopic Models	—Unverified
Computer-Assisted Text Analysis for Social Science: Topic Models and Beyond	Mar 29, 2018	Causal InferenceTopic Models	—Unverified
Complex Inference in Neural Circuits with Probabilistic Population Codes and Topic Models	Dec 1, 2012	Decision MakingDocument Classification	—Unverified
A Provably Correct Learning Algorithm for Latent-Variable PCFGs	Jun 1, 2014	Language ModellingTopic Models	—Unverified
Convolutional Dictionary Learning through Tensor Factorization	Jun 10, 2015	Dictionary Learningparameter estimation	—Unverified
Comparing Apples to Apple: The Effects of Stemmers on Topic Models	Jan 1, 2016	Information RetrievalSemantic Textual Similarity	—Unverified
A provable SVD-based algorithm for learning topics in dominant admixture corpus	Oct 26, 2014	Topic Models	—Unverified

Show:10 25 50

← PrevPage 16 of 89Next →

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