Bayesian learning mechanisms

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

Bayesian learning mechanisms have also been used in economics and cognitive psychology to study social learning in theoretical models of herd behavior.

See also

References

  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.