Probabilistic Models of Computation
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Probabilistic models of cognition: Conceptual foundations cell.com
Trends in Cognitive Sciences, 2006. [All Versions]. Remarkable progress in the mathematics and computer science of probability has led to a revolution in the scope of probabilistic models. In particular, ‘sophisticated’ probabilistic methods apply to structured relational…
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Probabilistic Machine Learning: An Introduction probml.github.io
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Probabilistic Topic Models Princeton PDF cs.columbia.edu
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Probabilistic Graphical Models: Principles and Techniques pgm.stanford.edu
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Alon & Spencer. The Probabilistic Method wiley.com
A standard reference for researchers in probabilistic methods in combinatorics. Shows also connections to theoretical computer science.
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Bridging Levels of Analysis for Probabilistic Models of Cognition cocosci.princeton.edu
Current Directions in Psychological Science, 2012. [All Versions]. A Marr's paradigm account on probabilistic models.
Algorithm Visualizations: “book (example: Generative Models)”