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F Foundations P Perception E Education CI Causal Induction CD Cognitive Development PR Probabilistic Reasoning RPM Rational Process Models S&C Similarity and Categorization SML Statistical Models of Language NBM Nonparametric Bayesian Models CEIL Cultural Evolution and Iterated Learning DMRL Decision Making and Reinforcement Learning
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By Steyvers, M.SML Rosen-Zvi, M. , Chemudugunta, C. , Griffiths, T. L. , Smyth, P. , & Steyvers, M. (2010). Learning author-topic models from text corpora. ACM Transactions on Information Systems, 28(1), Article 4. (pdf)
SML Steyvers, M. , & Griffiths, T. L. (2008). Rational analysis as a link between human memory and information retrieval. In M. Oaksford and N. Chater (Eds.). The probabilistic mind: Prospects for rational models of cognition. Oxford: Oxford University Press. (pdf)
SML Griffiths, T. L. , Steyvers, M. , & Firl, A. (2007). Google and the mind: Predicting fluency with PageRank. Psychological Science, 18, 1069-1076. (pdf)
SML Griffiths, T. L. , Steyvers, M. , & Tenenbaum, J. B. (2007). Topics in semantic representation. Psychological Review, 114, 211-244. (pdf) (topic modeling toolbox)
SML Steyvers, M. , & Griffiths, T. L. (2007). Probabilistic topic models. In T. L.andauer, D. S. McNamara, S. Dennis, & W. Kintsch (Eds.), Handbook of Latent Semantic Analysis. Hillsdale, NJ: Erlbaum. (pdf) (topic modeling toolbox)
SML Steyvers, M. , Griffiths, T. L. , & Dennis, S. (2006). Probabilistic inference in human semantic memory. Trends in Cognitive Science, 10, 327-334. (pdf) (topic modeling toolbox)
NBM Navarro, D. J. , Griffiths, T. L. , Steyvers, M. , & Lee, M. D. (2006). Modeling individual differences using Dirichlet processes. Journal of Mathematical Psychology, 50, 101-122. (pdf)
SML Griffiths, T. L. , Steyvers, M. , Blei, D. M. , & Tenenbaum, J. B. (2005). Integrating topics and syntax. Advances in Neural Information Processing Systems 17. (pdf) (topic modeling toolbox)
NBM Navarro, D. J. , Griffiths, T. L. , Steyvers, M. , & Lee, M. D. (2005). Modeling individual differences with Dirichlet processes. Proceedings of the 27th Annual Conference of the Cognitive Science Society. (pdf)
SML Steyvers, M. , Smyth, P. , Rosen-Zvi, M. , & Griffiths, T. L. (2004). Probabilistic Author-Topic models for information discovery. The Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. (pdf) (demo) (topic modeling toolbox)
SML Rosen-Zvi, M. , Griffiths, T. L. , Steyvers, M. , & Smyth, P. (2004). The Author-Topic Model for authors and documents. 20th Conference on Uncertainty in Artificial Intelligence. (pdf) (demo) (topic modeling toolbox)
SML Griffiths, T. L. , & Steyvers, M. (2004). Finding scientific topics. Proceedings of the National Academy of Sciences, 101, 5228-5235. (pdf) (topic modeling toolbox)
SML Griffiths, T. L. , & Steyvers, M. (2003). Prediction and semantic association. Advances in Neural Information Processing Systems 15. (pdf) (topic modeling toolbox)
SML Griffiths, T. L. , & Steyvers, M. (2002). A probabilistic approach to semantic representation. Proceedings of the 24th Annual Conference of the Cognitive Science Society. (pdf) (topic modeling toolbox)