Bayesian learning mechanisms

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Bayesian learning mechanisms are probabilistic causal models^[1] used in computer science to research the fundamental underpinnings of machine learning, and in cognitive neuroscience, to model conceptual development.^[2]^[3]

Bayesian learning mechanisms have also been used in economics^[4] and cognitive psychology to study social learning in theoretical models of herd behavior.^[5]^[6]

References

^ Gopnik, Alison; Wellman, Henry M. (2012). "Reconstructing constructivism: Causal models, Bayesian learning mechanisms, and the theory theory". Psychological Bulletin. 138 (6): 1085–1108. doi:10.1037/a0028044. PMC 3422420. PMID 22582739.
^ Ullman, Tomer D.; Tenenbaum, Joshua B. (15 December 2020). "Bayesian Models of Conceptual Development: Learning as Building Models of the World". Annual Review of Developmental Psychology. 2 (1): 533–558. doi:10.1146/annurev-devpsych-121318-084833. hdl:1721.1/138358.2.
^ Gopnik, Alison; Bonawitz, Elizabeth (March 2015). "Bayesian models of child development: Bayesian models of child development". Wiley Interdisciplinary Reviews: Cognitive Science. 6 (2): 75–86. doi:10.1002/wcs.1330. PMID 26263064.
^ Herrera, Juan Pablo; Gerena, Francisco Lozano (22 September 2005). "Modelo de manadas y aprendizaje social" [A Model of Herds and Social Learning]. Revista de Economía Institucional (in Spanish). 7 (13): 133–160. SSRN 923861. Gale A166620594.
^ Perreault, Charles; Moya, Cristina; Boyd, Robert (September 2012). "A Bayesian approach to the evolution of social learning". Evolution and Human Behavior. 33 (5): 449–459. Bibcode:2012EHumB..33..449P. doi:10.1016/j.evolhumbehav.2011.12.007.
^ Krafft, P.M.; Shmueli, Erez; Griffiths, Thomas L.; Tenenbaum, Joshua B.; Pentland, Alex (July 2021). "Bayesian collective learning emerges from heuristic social learning". Cognition. 212: 104469. doi:10.1016/j.cognition.2020.104469. hdl:1721.1/131067. PMID 33770743.

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[1] Gopnik, Alison; Wellman, Henry M. (2012). "Reconstructing constructivism: Causal models, Bayesian learning mechanisms, and the theory theory". Psychological Bulletin. 138 (6): 1085–1108. doi:10.1037/a0028044. PMC 3422420. PMID 22582739.

[2] Ullman, Tomer D.; Tenenbaum, Joshua B. (15 December 2020). "Bayesian Models of Conceptual Development: Learning as Building Models of the World". Annual Review of Developmental Psychology. 2 (1): 533–558. doi:10.1146/annurev-devpsych-121318-084833. hdl:1721.1/138358.2.

[3] Gopnik, Alison; Bonawitz, Elizabeth (March 2015). "Bayesian models of child development: Bayesian models of child development". Wiley Interdisciplinary Reviews: Cognitive Science. 6 (2): 75–86. doi:10.1002/wcs.1330. PMID 26263064.

[4] Herrera, Juan Pablo; Gerena, Francisco Lozano (22 September 2005). "Modelo de manadas y aprendizaje social" [A Model of Herds and Social Learning]. Revista de Economía Institucional (in Spanish). 7 (13): 133–160. SSRN 923861. Gale A166620594.

[5] Perreault, Charles; Moya, Cristina; Boyd, Robert (September 2012). "A Bayesian approach to the evolution of social learning". Evolution and Human Behavior. 33 (5): 449–459. Bibcode:2012EHumB..33..449P. doi:10.1016/j.evolhumbehav.2011.12.007.

[6] Krafft, P.M.; Shmueli, Erez; Griffiths, Thomas L.; Tenenbaum, Joshua B.; Pentland, Alex (July 2021). "Bayesian collective learning emerges from heuristic social learning". Cognition. 212: 104469. doi:10.1016/j.cognition.2020.104469. hdl:1721.1/131067. PMID 33770743.

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See also

References