Dynamic topic models

Dynamic topic models (2006)

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by David M. Blei , John D. Lafferty

Venue:	In ICML
Citations:	245 - 15 self

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@INPROCEEDINGS{Blei06dynamictopic,
    author = {David M. Blei and John D. Lafferty},
    title = {Dynamic topic models},
    booktitle = {In ICML},
    year = {2006}
}

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Abstract

Scientists need new tools to explore and browse large collections of scholarly literature. Thanks to organizations such as JSTOR, which scan and index the original bound archives of many journals, modern scientists can search digital libraries spanning hundreds of years. A scientist, suddenly

Citations

1446	A new approach to linear filtering and prediction problems - Kalman - 1960
1369	Latent dirichlet allocation - Blei, Ng, et al.
372	Finding scientific topics - Griffiths, Steyvers - 2004
321	A Bayesian hierarchical model for learning natural scene categories - Fei-Fei, Perona - 2005
215	Inference of population structure using multilocus genotype data. Genetics. 2000;155: 945–59 - JK, Stephens, et al.
153	The author-topic model for authors and documents - Rosen-Zvi, Griffiths, et al.
113	Discovering objects and their location in images - Sivic, Russell, et al. - 2005
102	The statistical analysis of compositional data - Aitchison - 1986
95	Discovering object categories in image collections - Sivic, Russell, et al. - 2005
89	Integrating topics and syntax - Griffiths, Steyvers, et al. - 2005
62	Sparse gaussian processes using pseudo-inputs. Advances in neural information processing systems - Snelson, Ghahramani - 2006
47	Applying discrete pca in data analysis - Buntine, Jakulin - 2004
44	Collaborative filtering: A machine learning perspective - Marlin, Marlin - 2004
36	The author– recipient–topic model for topic and role discovery in social networks - McCallum, Corrada-Emmanuel, et al. - 2004
34	A generalized mean field algorithm for variational inference in exponential families - Xing, Jordan, et al. - 2002
31	All of Nonparametric Statistics - Wasserman - 2006
29	VIBES: A variational inference engine for Bayesian networks - Bishop, Spiegelhalter, et al. - 2003
19	Grade of membership and latent structure models with application to disability survey data - Erosheva - 2002
15	Simplicial mixtures of Markov chains: Distributed modelling of dynamic user profiles - Girolami, Kaban - 2004
12	A variational principle for graphical models - Wainwright, Jordan - 2005
1	Turbo topics - Blei, Lafferty, et al. - 2006