Publications by year

(see below for listing of publications by topic)

2009
	Steyvers, M. (in press). Combining feature norms and text data with topic models. Acta Psychologica.
	Steyvers, M., Chemudugunta, C., & Smyth, P. (in press). Combining Background Knowledge and Learned Topics. Topics in Cognitive Science.
	Steyvers, M., Lee, M.D., Miller, B., & Hemmer, P. (2009). The Wisdom of Crowds in the Recollection of Order Information. In J. Lafferty, C. Williams (Eds.) Advances in Neural Information Processing Systems, 23. MIT Press.
	Brown, S.D., Steyvers, M., & Wagenmakers, E.J. (in press). Observing Evidence Accumulation During Multi-Alternative Decisions. Journal of Mathematical Psychology.
	Yi, S.K.M., Steyvers, M., & Lee, M.D. (in press). Modeling Human Performance on Restless Bandit Problems using Particle Filters. Journal of Problem Solving.
	Hemmer, P. & Steyvers, M. (2009). Integrating Episodic and Semantic Information in Memory for Natural Scenes. In N. Taatgen, H. van Rijn, L. Schomaker and J.Nerbonne (Eds.) Proceedings of the 31th Annual Conference of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum.
	Lee, M.D., Zhang, S., Munro, M., & Steyvers, M. (2009). Using Heuristic Models to Understand Human and Optimal Decision-Making on Bandit Problems. In: Proceedings of the Ninth International Conference on Cognitive Modeling. Manchester, UK.
	Lee, M.D., Grothe, E., & Steyvers, M. (2009). Conjunction and Disjunction Fallacies in Prediction Markets. In N. Taatgen, H. van Rijn, L. Schomaker and J.Nerbonne (Eds.) Proceedings of the 31th Annual Conference of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum.
	Miller, B., Hemmer, P. Steyvers, M. & Lee, M.D. (2009). The Wisdom of Crowds in Ordering Problems. In: Proceedings of the Ninth International Conference on Cognitive Modeling. Manchester, UK.
	Rubin, T., & Steyvers, M. (2009). A Topic Model For Movie Choices and Ratings. In: Proceedings of the Ninth International Conference on Cognitive Modeling. Manchester, UK.
	Rosen-Zvi, M., Chemudugunta, C., Griffiths, T., Smyth, P., & Steyvers, M. (in press). Learning Author-Topic Models from Text Corpora. ACM Transactions on Information Systems.
	Hemmer, P. & Steyvers, M. (2009). A Bayesian Account of Reconstructive Memory. Topics in Cognitive Science, 1, 189-202.
	Steyvers, M., Lee, M.D., & Wagenmakers, E.J. (2009). A Bayesian analysis of human decision-making on bandit problems. Journal of Mathematical Psychology, 53, 168-179.
	Brown, S.D., & Steyvers, M. (2009). Detecting and Predicting Changes. Cognitive Psychology, 58, 49-67.
	Hemmer, P., Steyvers, M. (2009). Integrating Episodic Memories and Prior Knowledge at Multiple Levels of Abstraction. Psychonomic Bulletin & Review, 16(1), 80-87.
2008
	Chemudugunta, Smyth, P., & Steyvers, M. (2008). Combining Concept Hierarchies and Statistical Topic Models. In: ACM 17th Conference on Information and Knowledge Management.
	Chemudugunta, C., Smyth, P., & Steyvers, M. (2008). Text Modeling using Unsupervised Topic Models and Concept Hierarchies. Technical Report
	Chemudugunta, C., Holloway, A., Smyth, P., & Steyvers, M. (2008). Modeling Documents by Combining Semantic Concepts with Unsupervised Statistical Learning. In: 7th International Semantic Web Conference.
	Hemmer, P. & Steyvers, M. (2008). A Bayesian Account of Reconstructive Memory. In V. Sloutsky, B. Love, and K. McRae (Eds.) Proceedings of the 30th Annual Conference of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum
	Steyvers, M. & Griffiths, T.L. (2008). Rational Analysis as a Link between Human Memory and Information Retrieval. In N. Chater and M Oaksford (Eds.) The Probabilistic Mind: Prospects from Rational Models of Cognition. Oxford University Press, pp. 327-347.
2007
	Griffiths, T.L., Steyvers, M., & Firl, A. (2007). Google and the mind: Predicting fluency with PageRank. Psychological Science, 18(12), pp. 1069-1076.
	Chemudugunta, C., Smyth, P., & Steyvers, M. (2007). Modeling General and Specific Aspects of Documents with a Probabilistic Topic Model. In: Advances in Neural Information Processing Systems, 19.
	Griffiths, T.L., Steyvers, M., & Tenenbaum, J.B.T. (2007). Topics in Semantic Representation. Psychological Review, 114(2), 211-244.
	Brown, S.D., Steyvers, M., & Hemmer, P. (2007). Modeling Experimentally Induced Strategy Shifts. Psychological Science, 18, 40-45.
2006
	Newman, D., Smyth, P., & Steyvers, M. (2006). Scalable Parallel Topic Models. Journal of Intelligence Community Research and Development.
	Newman, D., Chemudugunta, C., Smyth, P., & Steyvers, M. (2006). Statistical entity-topic models. The Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Philadelphia
	Steyvers, M., Griffiths, T.L., & Dennis, S. (2006). Probabilistic inference in human semantic memory. Trends in Cognitive Sciences, 10(7), 327-334.
	Newman, D., Chemudugunta, C., Smyth, P., & Steyvers, M. (2006). Analyzing entities and topics in news articles using statistical topic models. In: Springer Lecture Notes in Computer Science (LNCS) series -- IEEE International Conference on Intelligence and Security Informatics.
	Wagenmakers, E.J., Grunwald, P., & Steyvers, M. (2006). Accumulative prediction error and the selection of time series models. Journal of Mathematical Psychology, 50, 149-166.
	Navarro, D.J., Griffiths, T.L., Steyvers, S., & Lee, M.D. (2006). Modeling individual differences using Dirichlet processes. Journal of Mathematical Psychology, 50, 101-122.
	Steyvers, M., & Brown, S. (2006). Prediction and Change Detection. In Y. Weiss, B. Scholkopf, and J. Platt (eds), Advances in Neural Information Processing Systems, 18, pp. 1281-1288. MIT Press.
	Steyvers, M. & Griffiths, T. (2006). Probabilistic topic models. In T. Landauer, D McNamara, S. Dennis, and W. Kintsch (eds), Latent Semantic Analysis: A Road to Meaning. Laurence Erlbaum
2005
	Brown, S.D., & Steyvers, M. (2005). The Dynamics of Experimentally Induced Criterion Shifts. Journal of Experimental Psychology: Learning, Memory & Cognition, 31(4), 587-599.
	Steyvers, M., & Tenenbaum, J. (2005). The Large Scale Structure of Semantic Networks: Statistical Analyses and a Model of Semantic Growth. Cognitive Science, 29(1), 41-78.
	Navarro, D. J., Griffiths, T. L., Steyvers, M. & Lee, M. D. (2005). Modeling individual differences with Dirichlet processes. In B. G. Bara, L. W. Barsalou & M. Bucciarelli (Eds.) Proceedings of the 27th Annual Conference of the Cognitive Science Society (pp. 1594-1599). Mahwah, NJ: Lawrence Erlbaum
2004
	Griffiths, T., & Steyvers, M. (2004). Finding Scientific Topics. Proceedings of the National Academy of Sciences, 101 (suppl. 1), 5228-5235.
	Griffiths, T.L., & Steyvers, M., Blei, D.M., & Tenenbaum, J.B. (2005). Integrating Topics and Syntax. In: Advances in Neural Information Processing Systems, 17 (Saul, L.K et al., eds), 537-544. MIT Press.
	Rosen-Zvi, M., Griffiths T., Steyvers, M., & Smyth, P. (2004). The Author-Topic Model for Authors and Documents. In 20th Conference on Uncertainty in Artificial Intelligence. Banff, Canada
	Steyvers, M., Shiffrin, R.M., & Nelson, D.L. (2004). Word Association Spaces for Predicting Semantic Similarity Effects in Episodic Memory. In A. Healy (Ed.), Experimental Cognitive Psychology and its Applications.
	Wagenmakers, E-J., Zeelenberg, R., Steyvers, M., Shiffrin, R. M., & Raaijmakers, J. G. W. (2004). Nonword repetition in lexical decision: Evidence for two opposing processes. The Quarterly Journal of Experimental Psychology A, 57(7), 1191-1210.
	Steyvers, M., Smyth, P., Rosen-Zvi, M., & Griffiths, T. (2004). Probabilistic Author-Topic Models for Information Discovery. The Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Seattle, Washington.
	Wagenmakers, E.J.M., Steyvers, M., Raaijmakers, J.G.W., Shiffrin, R.M., van Rijn, H., & Zeelenberg, R. (2004). A Model for Evidence Accumulation in the Lexical Decision Task. Cognitive Psychology, 48, 332-367.
2003
	Goldstone, R., Steyvers, M., & Rogosky, B.J. (2003). Conceptual Interrelatedness and Caricatures. Memory and Cognition, 31(2), 169-180.
	Steyvers, M., & Malmberg, K. (2003). The effect of normative context variability on recognition memory. Journal of Experimental Psychology: Learning, Memory, & Cognition, 29(5), 760-766. Excel file with word and sample frequency counts for 26414 selected words from TASA corpus
	Steyvers, M., Tenenbaum, J., Wagenmakers, E.J., Blum, B. (2003). Inferring Causal Networks from Observations and Interventions. Cognitive Science, 27, 453-489.
2002
	Griffiths, T.L., & Steyvers, M. (2002). A probabilistic approach to semantic representation. In: Proceedings of the Twenty-Fourth Annual Conference of Cognitive Science Society. George Mason University, Fairfax, VA.
	Griffiths, T.L., & Steyvers, M. (2002). Prediction and semantic association. In: Advances in Neural Information Processing Systems 15, pp. 11-18. MIT Press.
	Malmberg, K. J., Steyvers, M., Stephens, J. D., & Shiffrin, R.M. (2002). Feature-frequency effects in recognition memory. Memory & Cognition, 30(4), 607-613.
	Steyvers, M. (2002). Multidimensional Scaling. In: Encyclopedia of Cognitive Science. Nature Publishing Group, London, UK.
2001
	Goldstone, R.L., & Steyvers, M. (2001). The sensitization and differentiation of dimensions during category learning. Journal of Experimental Psychology, General, 130. 116-139. (1) (for software to create images as in Figure 1, download this example software in C) (2) All BMP images of the 4 x 4 grid in Figure 1 (3) A zipped package of all original BMP files with line files, including C program to create 10 x 10 grid of Figure 1. Also includes all the resulting BMP files of the 10 x 10 grid. See the README file for instructions.
	Steyvers, M., Wagenmakers, E.J.M., Shiffrin, R.M., Zeelenberg, R., & Raaijmakers, J.G.W. (2001). A Bayesian model for the time-course of lexical processing. In: Proceedings of the Fourth International Conference on Cognitive Modeling. George Mason University, Fairfax, VA.
2000
	Goldstone, R., Steyvers, M., Kersten, A., & Spencer-Smith, J. (2000). Interactions between perceptual and conceptual learning. In Dietrich, E., & A. Markman (eds.), Cognitive Dynamics: conceptual and representational change in humans and machines. Cambridge, MA: MIT Press.
	Steyvers, M. (2000). Modeling semantic and orthographic similarity effects on memory for individual words. Dissertation, Psychology Department, Indiana University. Formatted for 55 pages
	Steyvers, M., & Busey, T. (2000). Predicting Similarity Ratings to Faces using Physical Descriptions. In M. Wenger, & J. Townsend (Eds.), Computational, geometric, and process perspectives on facial cognition: Contexts and challenges. Lawrence Erlbaum Associates. (1) Set of all 60 faces (BMP format) plus geometric distances. (2) Matrix of dissimilarity ratings to all 60 faces. Higher numbers --> more dissimilar. All ratings were z-transformed for each individual subject before averaging.
1995-1999
	Goldstone, R.L., Steyvers, M. & Larimer, K. (1996). Categorical Perception of Novel Dimensions. In Proceedings of the Eighteenth Annual Conference of the Cognitive Science Society (pp. 243-248). La Jolla, CA. Lawrence Erlbaum Associates.
	Shiffrin, R.M. & Steyvers, M. (1997). A model for recognition memory: REM: Retrieving Effectively from Memory. Psychonomic Bulletin & Review, 4 (2), 145-166.
	Shiffrin, R. M., & Steyvers, M. (1998). The effectiveness of retrieval from memory. In M. Oaksford & N. Chater (Eds.). Rational models of cognition. (pp. 73-95), Oxford, England: Oxford University Press.
	Steyvers, M. (1999). Morphing techniques for generating and manipulating face images. Behavior Research Methods, Instruments, & Computers, 31, 359-369.
	Steyvers, M. & Grunwald, P. (1996). A recurrent network that performs a context-sensitive task. In: Proceedings of the Eighteenth Annual Conference of the Cognitive Science Society (pp. 335-339). La Jolla, CA. Lawrence Erlbaum Associates.
	Van Leeuwen, C., Steyvers, M., & Nooter, M. (1997). Stability and intermittency in large-scale coupled oscillator models for perceptual segmentation. Journal of Mathematical Psychology, 41, 319-344.
Publications by topic Wisdom of Crowds
	Steyvers, M., Lee, M.D., Miller, B., & Hemmer, P. (2009). The Wisdom of Crowds in the Recollection of Order Information. In J. Lafferty, C. Williams (Eds.) Advances in Neural Information Processing Systems, 23. MIT Press.
	Miller, B., Hemmer, P. Steyvers, M. & Lee, M.D. (2009). The Wisdom of Crowds in Ordering Problems. In: Proceedings of the Ninth International Conference on Cognitive Modeling. Manchester, UK.
	Lee, M.D., Grothe, E., & Steyvers, M. (2009). Conjunction and Disjunction Fallacies in Prediction Markets. In N. Taatgen, H. van Rijn, L. Schomaker and J.Nerbonne (Eds.) Proceedings of the 31th Annual Conference of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum.
Memory and Knowledge Organization
	Hemmer, P. & Steyvers, M. (2009). Integrating Episodic and Semantic Information in Memory for Natural Scenes. In N. Taatgen, H. van Rijn, L. Schomaker and J.Nerbonne (Eds.) Proceedings of the 31th Annual Conference of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum.
	Hemmer, P. & Steyvers, M. (2009). A Bayesian Account of Reconstructive Memory. Topics in Cognitive Science, 1, 189-202.
	Hemmer, P., Steyvers, M. (2009). Integrating Episodic Memories and Prior Knowledge at Multiple Levels of Abstraction. Psychonomic Bulletin & Review, 16(1), 80-87.
	Hemmer, P. & Steyvers, M. (2008). A Bayesian Account of Reconstructive Memory. In V. Sloutsky, B. Love, and K. McRae (Eds.) Proceedings of the 30th Annual Conference of the Cognitive Science Society. Mahwah, NJ: Lawrence Erlbaum
	Steyvers, M. & Griffiths, T.L. (2008). Rational Analysis as a Link between Human Memory and Information Retrieval. In N. Chater and M Oaksford (Eds.) The Probabilistic Mind: Prospects from Rational Models of Cognition. Oxford University Press, pp. 327-347.
	Griffiths, T.L., Steyvers, M., & Firl, A. (2007). Google and the mind: Predicting fluency with PageRank. Psychological Science, 18(12), pp. 1069-1076.
	Brown, S.D., Steyvers, M., & Hemmer, P. (2007). Modeling Experimentally Induced Strategy Shifts. Psychological Science, 18, 40-45.
	Griffiths, T.L., Steyvers, M., & Tenenbaum, J.B.T. (2007). Topics in Semantic Representation. Psychological Review, 114(2), 211-244.
	Steyvers, M., Griffiths, T.L., & Dennis, S. (2006). Probabilistic inference in human semantic memory. Trends in Cognitive Sciences, 10(7), 327-334.
	Steyvers, M., & Tenenbaum, J. (2005). The Large Scale Structure of Semantic Networks: Statistical Analyses and a Model of Semantic Growth. Cognitive Science, 29(1), 41-78.
	Steyvers, M., Shiffrin, R.M., & Nelson, D.L. (2004). Word Association Spaces for Predicting Semantic Similarity Effects in Episodic Memory. In A. Healy (Ed.), Experimental Cognitive Psychology and its Applications.
	Steyvers, M., & Malmberg, K. (2003). The effect of normative context variability on recognition memory. Journal of Experimental Psychology: Learning, Memory, & Cognition, 29(5), 760-766. Excel file with word and sample frequency counts for 26414 selected words from TASA corpus
	Malmberg, K. J., Steyvers, M., Stephens, J. D., & Shiffrin, R.M. (2002). Feature-frequency effects in recognition memory. Memory & Cognition, 30(4), 607-613.
	Steyvers, M. (2000). Modeling semantic and orthographic similarity effects on memory for individual words. Dissertation, Psychology Department, Indiana University. Formatted for 55 pages
	Shiffrin, R.M. & Steyvers, M. (1997). A model for recognition memory: REM: Retrieving Effectively from Memory. Psychonomic Bulletin & Review, 4 (2), 145-166.
	Shiffrin, R. M., & Steyvers, M. (1998). The effectiveness of retrieval from memory. In M. Oaksford & N. Chater (Eds.). Rational models of cognition. (pp. 73-95), Oxford, England: Oxford University Press.
Topic Modeling
	Steyvers, M. (in press). Combining feature norms and text data with topic models. Acta Psychologica.
	Steyvers, M., Chemudugunta, C., & Smyth, P. (in press). Combining Background Knowledge and Learned Topics. Topics in Cognitive Science.
	Rubin, T., & Steyvers, M. (2009). A Topic Model For Movie Choices and Ratings. In: Proceedings of the Ninth International Conference on Cognitive Modeling. Manchester, UK.
	Rosen-Zvi, M., Chemudugunta, C., Griffiths, T., Smyth, P., & Steyvers, M. (in press). Learning Author-Topic Models from Text Corpora. ACM Transactions on Information Systems.
	Chemudugunta, Smyth, P., & Steyvers, M. (2008). Combining Concept Hierarchies and Statistical Topic Models. In: ACM 17th Conference on Information and Knowledge Management.
	Chemudugunta, C., Smyth, P., & Steyvers, M. (2008). Text Modeling using Unsupervised Topic Models and Concept Hierarchies. Technical Report
	Chemudugunta, C., Holloway, A., Smyth, P., & Steyvers, M. (2008). Modeling Documents by Combining Semantic Concepts with Unsupervised Statistical Learning. In: 7th International Semantic Web Conference.
	Steyvers, M. & Griffiths, T.L. (2008). Rational Analysis as a Link between Human Memory and Information Retrieval. In N. Chater and M Oaksford (Eds.) The Probabilistic Mind: Prospects from Rational Models of Cognition. Oxford University Press, pp. 327-347.
	Chemudugunta, C., Smyth, P., & Steyvers, M. (2007). Modeling General and Specific Aspects of Documents with a Probabilistic Topic Model. In: Advances in Neural Information Processing Systems, 19.
	Griffiths, T.L., Steyvers, M., & Tenenbaum, J.B.T. (2007). Topics in Semantic Representation. Psychological Review, 114(2), 211-244.
	Newman, D., Smyth, P., & Steyvers, M. (2006). Scalable Parallel Topic Models. Journal of Intelligence Community Research and Development.
	Newman, D., Chemudugunta, C., Smyth, P., & Steyvers, M. (2006). Statistical entity-topic models. The Twelfth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Philadelphia
	Steyvers, M., Griffiths, T.L., & Dennis, S. (2006). Probabilistic inference in human semantic memory. Trends in Cognitive Sciences, 10(7), 327-334.
	Newman, D., Chemudugunta, C., Smyth, P., & Steyvers, M. (2006). Analyzing entities and topics in news articles using statistical topic models. In: Springer Lecture Notes in Computer Science (LNCS) series -- IEEE International Conference on Intelligence and Security Informatics.
	Steyvers, M. & Griffiths, T. (2006). Probabilistic topic models. In T. Landauer, D McNamara, S. Dennis, and W. Kintsch (eds), Latent Semantic Analysis: A Road to Meaning. Laurence Erlbaum
	Griffiths, T., & Steyvers, M. (2004). Finding Scientific Topics. Proceedings of the National Academy of Sciences, 101 (suppl. 1), 5228-5235.
	Griffiths, T.L., & Steyvers, M., Blei, D.M., & Tenenbaum, J.B. (2005). Integrating Topics and Syntax. In: Advances in Neural Information Processing Systems, 17 (Saul, L.K et al., eds), 537-544. MIT Press.
	Rosen-Zvi, M., Griffiths T., Steyvers, M., & Smyth, P. (2004). The Author-Topic Model for Authors and Documents. In 20th Conference on Uncertainty in Artificial Intelligence. Banff, Canada
	Steyvers, M., Smyth, P., Rosen-Zvi, M., & Griffiths, T. (2004). Probabilistic Author-Topic Models for Information Discovery. The Tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. Seattle, Washington.
	Griffiths, T.L., & Steyvers, M. (2002). A probabilistic approach to semantic representation. In: Proceedings of the Twenty-Fourth Annual Conference of Cognitive Science Society. George Mason University, Fairfax, VA.
	Griffiths, T.L., & Steyvers, M. (2002). Prediction and semantic association. In: Advances in Neural Information Processing Systems 15, pp. 11-18. MIT Press.
Change Detection
	Yi, S.K.M., Steyvers, M., & Lee, M.D. (in press). Modeling Human Performance on Restless Bandit Problems using Particle Filters. Journal of Problem Solving.
	Brown, S.D., & Steyvers, M. (2009). Detecting and Predicting Changes. Cognitive Psychology, 58, 49-67.
	Brown, S.D., Steyvers, M., & Hemmer, P. (2007). Modeling Experimentally Induced Strategy Shifts. Psychological Science, 18, 40-45.
	Steyvers, M., & Brown, S. (2006). Prediction and Change Detection. In Y. Weiss, B. Scholkopf, and J. Platt (eds), Advances in Neural Information Processing Systems, 18, pp. 1281-1288. MIT Press.
	Brown, S.D., & Steyvers, M. (2005). The Dynamics of Experimentally Induced Criterion Shifts. Journal of Experimental Psychology: Learning, Memory & Cognition, 31(4), 587-599.
Bandit Problems
	Yi, S.K.M., Steyvers, M., & Lee, M.D. (in press). Modeling Human Performance on Restless Bandit Problems using Particle Filters. Journal of Problem Solving.
	Lee, M.D., Zhang, S., Munro, M., & Steyvers, M. (2009). Using Heuristic Models to Understand Human and Optimal Decision-Making on Bandit Problems. In: Proceedings of the Ninth International Conference on Cognitive Modeling. Manchester, UK.
	Steyvers, M., Lee, M.D., & Wagenmakers, E.J. (2009). A Bayesian analysis of human decision-making on bandit problems. Journal of Mathematical Psychology, 53, 168-179.
Data Analysis
	Wagenmakers, E.J., Grunwald, P., & Steyvers, M. (2006). Accumulative prediction error and the selection of time series models. Journal of Mathematical Psychology, 50, 149-166.
	Navarro, D.J., Griffiths, T.L., Steyvers, S., & Lee, M.D. (2006). Modeling individual differences using Dirichlet processes. Journal of Mathematical Psychology, 50, 101-122.
	Navarro, D. J., Griffiths, T. L., Steyvers, M. & Lee, M. D. (2005). Modeling individual differences with Dirichlet processes. In B. G. Bara, L. W. Barsalou & M. Bucciarelli (Eds.) Proceedings of the 27th Annual Conference of the Cognitive Science Society (pp. 1594-1599). Mahwah, NJ: Lawrence Erlbaum
	Steyvers, M. (2002). Multidimensional Scaling. In: Encyclopedia of Cognitive Science. Nature Publishing Group, London, UK.
	Steyvers, M., & Busey, T. (2000). Predicting Similarity Ratings to Faces using Physical Descriptions. In M. Wenger, & J. Townsend (Eds.), Computational, geometric, and process perspectives on facial cognition: Contexts and challenges. Lawrence Erlbaum Associates. (1) Set of all 60 faces (BMP format) plus geometric distances. (2) Matrix of dissimilarity ratings to all 60 faces. Higher numbers --> more dissimilar. All ratings were z-transformed for each individual subject before averaging.
Conceptual and Perceptual Learning
	Goldstone, R., Steyvers, M., & Rogosky, B.J. (2003). Conceptual Interrelatedness and Caricatures. Memory and Cognition, 31(2), 169-180.
	Goldstone, R.L., & Steyvers, M. (2001). The sensitization and differentiation of dimensions during category learning. Journal of Experimental Psychology, General, 130. 116-139. (1) (for software to create images as in Figure 1, download this example software in C) (2) All BMP images of the 4 x 4 grid in Figure 1 (3) A zipped package of all original BMP files with line files, including C program to create 10 x 10 grid of Figure 1. Also includes all the resulting BMP files of the 10 x 10 grid. See the README file for instructions.
	Goldstone, R., Steyvers, M., Kersten, A., & Spencer-Smith, J. (2000). Interactions between perceptual and conceptual learning. In Dietrich, E., & A. Markman (eds.), Cognitive Dynamics: conceptual and representational change in humans and machines. Cambridge, MA: MIT Press.
	Goldstone, R.L., Steyvers, M. & Larimer, K. (1996). Categorical Perception of Novel Dimensions. In Proceedings of the Eighteenth Annual Conference of the Cognitive Science Society (pp. 243-248). La Jolla, CA. Lawrence Erlbaum Associates.
Lexical Decision
	Wagenmakers, E-J., Zeelenberg, R., Steyvers, M., Shiffrin, R. M., & Raaijmakers, J. G. W. (2004). Nonword repetition in lexical decision: Evidence for two opposing processes. The Quarterly Journal of Experimental Psychology A, 57(7), 1191-1210.
	Wagenmakers, E.J.M., Steyvers, M., Raaijmakers, J.G.W., Shiffrin, R.M., van Rijn, H., & Zeelenberg, R. (2004). A Model for Evidence Accumulation in the Lexical Decision Task. Cognitive Psychology, 48, 332-367.
	Steyvers, M., Wagenmakers, E.J.M., Shiffrin, R.M., Zeelenberg, R., & Raaijmakers, J.G.W. (2001). A Bayesian model for the time-course of lexical processing. In: Proceedings of the Fourth International Conference on Cognitive Modeling. George Mason University, Fairfax, VA.
Other
	Brown, S.D., Steyvers, M., & Wagenmakers, E.J. (in press). Observing Evidence Accumulation During Multi Alternative Decisions. Journal of Mathematical Psychology.
	Steyvers, M., Tenenbaum, J., Wagenmakers, E.J., Blum, B. (2003). Inferring Causal Networks from Observations and Interventions. Cognitive Science, 27, 453-489.
	Steyvers, M. & Grunwald, P. (1996). A recurrent network that performs a context-sensitive task. In: Proceedings of the Eighteenth Annual Conference of the Cognitive Science Society (pp. 335-339). La Jolla, CA. Lawrence Erlbaum Associates.
	Van Leeuwen, C., Steyvers, M., & Nooter, M. (1997). Stability and intermittency in large-scale coupled oscillator models for perceptual segmentation. Journal of Mathematical Psychology, 41, 319-344.

Publications by year

2009

2008

2007

2006

2005

2004

2003

2002

2001

2000

1995-1999

Publications by topic

Wisdom of Crowds

Memory and Knowledge Organization

Topic Modeling

Change Detection

Bandit Problems

Data Analysis

Conceptual and Perceptual Learning

Lexical Decision

Other