Topic Model Zoo

TopicModelZoo.md

Extentions of Topic Models

There are a lot of Topic Models. 18/02/23 # of TM is 24

A

• ATM(author topic model)
  • The Author-Topic Model for Authors and Documents (UAI'04)

B

• BTM(biterm topic model)
  • A Biterm Topic Model for Short Texts (WWW'13)

C

• CTM(correlated topic model)

  • Correlated Topic Models (NIPS'05)

• CTM(corespond topic model)

  • Modeling Annotated Data (SIGIR'03)

• cDTM(continuous time dynamic topic model)

  • Continuous Time Dynamic Topic Models (UAI'08)

• CGTM(correlated Gaussian topic model)

  • A Correlated Topic Model Using Word Embeddings(IJCAI'17)

D

• DTM(dynamic topic model)
  • Dynamic Topic Models (ICML'06)
• DMR(Dirichlet-multinomial regression)
  • Topic Models Conditioned on Arbitrary Features with Dirichlet-multinomial Regression (UAI'08)

G

• Gaussian LDA
  • Gaussian LDA for Topic Models with Word Embeddings (ACL/IJCNLP'15)

H

• hLDA(hierarchical LDA)
  • Hierarchical Topic Models and the Nested Chinese Restaurant Process (NIPS'03)
• HDP
  • Hierarchical Dirichlet Processes

I

• ITM(interactive topic model) *Interactive Topic Modeling (ACL'11)

L

• LGSA(latent grounded semantic analysis)
  • Grounding Topic Models with Knowledge Bases (IJCAI'16)

M

• MDTM(multiscale dynamic topic model)
  • Online Multiscale Dynamic Topic Models (KDD'10)

P

• PAM(Pachinko allocation model)

  • Pachinko Allocation:DAG-Structured Mixture Models of Topic Correlations (ICML'06)

• PLSV(probablistic latent semantic visualization)

  • Probabilistic Latent Semantic Visualization: Topic Model for Visualizing Documents (KDD'08)

• PYTM(Pitman-Yor topic model)

  • Topic Models with Power-Law Using Pitman-Yor Process (KDD'10)

• PCTM(pairwise coupled topic model)

  • Extracting Search Query Patterns via the Pairwise Coupled Topic Model (WSDM'16)

• PLTM(polylingual topic models)/JTM(joint topic models)

  • Polylingual Topic Models (EMNLP'09)

R

• RTM(Relational Topic Model)
  • Relational Topic Models for Document Networks (AISTATS'09)

S

• sLDA(supervised LDA)
  • Supervised topic models (NIPS'07)

T

• Twitter-LDA
  • Comparing twitter and traditional media using topic models
• TTM(topic tracking model)
  • Topic Tracking Model for Analyzing Consumer Purchase Behavior (IJCAI'09)
• TOT(topic over time)
  • Topics over Time: A Non-Markov Continuous-Time Model of Topical Trends (KDD'06)