From Wikipedia, the free encyclopedia
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]
See also
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 .