Fetching the paper…
Reading the bibliography…
Topic models are in widespread use in natural language processing and beyond.
The Psychobiology of Language
Zipf GK · 1936
Earlier work this paper cites.
Distribution of content words and phrases in text and language modelling
Katz SM · 1996
Earlier work this paper cites.
The UCI KDD archive
Hettich S, Bay S · 1999
Earlier work this paper cites.
Introduction to Measurement Theory
Allen MJ, Yen WM · 2001
Earlier work this paper cites.
Community structure in social and biological networks
Girvan M, Newman MEJ · 2002
Earlier work this paper cites.
Mallet: A machine learning for language toolkit
McCallum AK · 2002
Earlier work this paper cites.
Mallet: A machine learning for language toolkit
McCallum AK · 2002
Earlier work this paper cites.
Expectation-Propagation for the Generative Aspect Model
Minka T, Lafferty J · 2002
Earlier work this paper cites.
Latent Dirichlet allocation
Blei DM, Ng AY, Jordan MI · 2003
Earlier work this paper cites.
Latent Dirichlet allocation
Blei DM, Ng AY, Jordan MI · 2003
Earlier work this paper cites.
Finding scientific topics
Griffiths TL, Steyvers M · 2004
Earlier work this paper cites.
Modularity from fluctuations in random graphs and complex networks
Guimerà R, Sales-Pardo M, Amaral LAN · 2004
Earlier work this paper cites.
RCV1: A New Benchmark Collection for Text Categorization Research
Lewis DD, Yang Y, Rose TG, Li F · 2004
Earlier work this paper cites.
Finding scientific topics
Griffiths TL, Steyvers M · 2004
Earlier work this paper cites.
Comparing community structure identification
Danon L, Díaz-Guilera A, Duch J, Arenas A · 2005
Earlier work this paper cites.
Modeling word burstiness using the Dirichlet distribution
Madsen RE, Kauchak D, Elkan C · 2005
Earlier work this paper cites.
LDA-based document models for ad-hoc retrieval
Wei X, Croft WB · 2006
Earlier work this paper cites.
Hierarchical Dirichlet processes
Teh YW, Jordan MI, Beal MJ, Blei DM · 2006
Earlier work this paper cites.
Hierarchical Dirichlet processes
Teh YW, Jordan MI, Beal MJ, Blei DM · 2006
Earlier work this paper cites.
A correlated topic model of Science
Blei DM, Lafferty JD · 2007
Earlier work this paper cites.
Extracting the hierarchical organization of complex systems
Sales-Pardo M, Guimerà R, Moreira AA, Amaral LAN · 2007
Earlier work this paper cites.
Module identification in bipartite and directed networks
Guimerà R, Sales-Pardo M, Amaral LAN · 2007
Earlier work this paper cites.
Resolution limit in community detection
Fortunato S, Barthelemy M · 2007
Earlier work this paper cites.
Probabilistic topic models
Steyvers M, Griffiths T · 2007
Earlier work this paper cites.
Improving methods for single-label text categorization
Cachopo AMdJC · 2007
Earlier work this paper cites.
Benchmark graphs for testing community detection algorithms
Lancichinetti A, Fortunato S, Radicchi F · 2008
Earlier work this paper cites.
Introduction to Information Retrieval
Schütze H, Manning CD, Raghavan P · 2008
Earlier work this paper cites.
Evaluation methods for topic models
Wallach HM, Murray I, Salakhutdinov R, Mimno D · 2009
Earlier work this paper cites.
Reading Tea Leaves: How Humans Interpret Topic Models
Chang J, Gerrish S, Wang C, Boyd-graber J, Blei DM · 2009
Earlier work this paper cites.
Detection of node group membership in networks with group overlap
Sawardecker EN, Sales-Pardo M, Amaral LAN · 2009
Earlier work this paper cites.
Benchmarks for testing community detection algorithms on directed and weighted graphs with overlapping communities
Lancichinetti A, Fortunato S · 2009
Cited alongside, same era.
Topic Significance Ranking of LDA Generative Models
AlSumait L, Barbará D, Gentle J, Domeniconi C · 2009
Cited alongside, same era.
Incorporating domain knowledge into topic modeling via Dirichlet Forest priors
Andrzejewski D, Zhu X, Craven M · 2009
Cited alongside, same era.
Relative Performance Guarantees for Approximate Inference in Latent Dirichlet Allocation
Mukherjee I, Blei DM · 2009
Cited alongside, same era.
On Smoothing and Inference for Topic Models
Asuncion A, Welling M, Smyth P, Teh YW · 2009
Cited alongside, same era.
Rethinking LDA: Why priors matter
Wallach HM, Mimno D, McCallum A · 2009
Cited alongside, same era.
On Estimation and Selection for Topic Models
Taddy M · 2012
Later among the works it cites.
On Estimation and Selection for Topic Models
Taddy M · 2012
Later among the works it cites.
Integrating Document Clustering and Topic Modeling
Xie P, Xing EP · 2013
Later among the works it cites.
A Practical Algorithm for Topic Modeling with Provable Guarantees
Arora S, Ge R, Halpern Y, Mimno D, Moitra A, Sontag D, et al · 2013
Later among the works it cites.
A Practical Algorithm for Topic Modeling with Provable Guarantees
Arora S, Ge R, Halpern Y, Mimno D, Moitra A, Sontag D, et al · 2013
Later among the works it cites.
Integrating Document Clustering and Topic Modeling
Xie P, Xing EP · 2013
Later among the works it cites.
alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Relative Performance Guarantees for Approximate Inference in Latent Dirichlet Allocation
Mukherjee I, Blei DM · 2009
Cited alongside, same era.
Distributed Algorithms for Topic Models
Newman D, Asuncion A, Smyth P, Welling M · 2009
Cited alongside, same era.
Evaluation methods for topic models
Wallach HM, Murray I, Salakhutdinov R, Mimno D · 2009
Cited alongside, same era.
Incorporating domain knowledge into topic modeling via Dirichlet Forest priors
Andrzejewski D, Zhu X, Craven M · 2009
Cited alongside, same era.
Topic Significance Ranking of LDA Generative Models
AlSumait L, Barbará D, Gentle J, Domeniconi C · 2009
Cited alongside, same era.
Beyond word frequency: Bursts, lulls, and scaling in the temporal distributions of words
Altmann EG, Pierrehumbert JB, Motter AE · 2009
Cited alongside, same era.
Experiments with non-parametric topic models
Buntine WL, Mishra S · 2014
Later among the works it cites.
Understanding the Limiting Factors of Topic Modeling via Posterior Contraction Analysis
Tang J, Meng Z, Nguyen X, Mei Q, Zhang M · 2014
Later among the works it cites.
Community detection in networks: Structural communities versus ground truth
Hric D, Darst RK, Fortunato S · 2014
Later among the works it cites.
Understanding the Limiting Factors of Topic Modeling via Posterior Contraction Analysis
Tang J, Meng Z, Nguyen X, Mei Q, Zhang M · 2014
Later among the works it cites.
High-reproducibility and high-accuracy method for automated topic classification
Lancichinetti A, Irmak Sirer M, Wang JX, Acuna D, Kording K, Amaral LAN · 2015
Later among the works it cites.
Exploring the Space of Topic Coherence Measures
Röder M, Both A, Hinneburg A · 2015
Later among the works it cites.
High-reproducibility and high-accuracy method for automated topic classification
Lancichinetti A, Irmak Sirer M, Wang JX, Acuna D, Kording K, Amaral LAN · 2015
Later among the works it cites.
Statistical Laws in Linguistics
Altmann EG, Gerlach M · 2016
Later among the works it cites.
Comparing apples to apple: The effects of stemmers on topic models
Schofield A, Mimno D · 2016
Later among the works it cites.
TopicMapping
Lancichinetti A · 2016
Later among the works it cites.
LDA Revisited
Zhang J, Zeng J, Yuan M, Rao W, Yan J · 2016
Later among the works it cites.
TopicMapping
Lancichinetti A · 2016
Later among the works it cites.
Online Bayesian Moment Matching for Topic Modeling with Unknown Number of Topics
Hsu WS, Poupart P · 2016
Later among the works it cites.
Provable Algorithms for Inference in Topic Models
Arora S, Ge R, Koehler F, Ma T, Moitra A · 2016
Later among the works it cites.
Applications of Topic Models
Boyd-Graber J, Hu Y, Mimno D · 2017
Later among the works it cites.
‘What is this corpus about?’: Using topic modelling to explore a specialised corpus
Murakami A, Thompson P, Hunston S, Vajn D · 2017
Later among the works it cites.
The ground truth about metadata and community detection in networks
Peel L, Larremore DB, Clauset A · 2017
Later among the works it cites.
A network approach to topic models
Gerlach M, Peixoto TP, Altmann EG · 2017
Later among the works it cites.
An Automatic Approach for Document-level Topic Model Evaluation
Bhatia S, Lau JH, Baldwin T · 2017
Later among the works it cites.
Evaluating topic representations for exploring document collections
Aletras N, Baldwin T, Lau JH, Stevenson M · 2017
Later among the works it cites.
Pulling Out the Stops: Rethinking Stopword Removal for Topic Models
Schofield A, Magnusson M, Mimno D · 2017
Later among the works it cites.
Pulling Out the Stops: Rethinking Stopword Removal for Topic Models
Schofield A, Magnusson M, Mimno D · 2017
Later among the works it cites.
Measurement Theory and Applications for the Social Sciences
Bandalos DL · 2018
Later among the works it cites.