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 691–700 of 881 papers

Title	Date	Tasks	Status
Learning a Concept Hierarchy from Multi-labeled Documents	Dec 1, 2014	Missing LabelsTopic Models	—Unverified
Spectral Methods for Supervised Topic Models	Dec 1, 2014	Topic Models	—Unverified
Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs	Dec 1, 2014	Topic Models	—Unverified
Coarse-grained Cross-lingual Alignment of Comparable Texts with Topic Models and Encyclopedic Knowledge	Nov 28, 2014	Topic Models	—Unverified
Model-Parallel Inference for Big Topic Models	Nov 10, 2014	modelTopic Models	—Unverified
Modeling Word Relatedness in Latent Dirichlet Allocation	Nov 10, 2014	Topic Models	—Unverified
Eigenvectors of Orthogonally Decomposable Functions	Nov 5, 2014	ClusteringTopic Models	—Unverified
Exploring Temporal Patterns in Emergency Department Triage Notes with Topic Models	Nov 1, 2014	Mortality PredictionTopic Models	—Unverified
A provable SVD-based algorithm for learning topics in dominant admixture corpus	Oct 26, 2014	Topic Models	—Unverified
Model Selection for Topic Models via Spectral Decomposition	Oct 23, 2014	modelModel Selection	—Unverified

Show:10 25 50

← PrevPage 70 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