Literature DB >> 33529555

Information overload for (bounded) rational agents.

Emmanuel M Pothos1, Stephan Lewandowsky2, Irina Basieva1, Albert Barque-Duran3, Katy Tapper1, Andrei Khrennikov4.   

Abstract

Bayesian inference offers an optimal means of processing environmental information and so an advantage in natural selection. We consider the apparent, recent trend in increasing dysfunctional disagreement in, for example, political debate. This is puzzling because Bayesian inference benefits from powerful convergence theorems, precluding dysfunctional disagreement. Information overload is a plausible factor limiting the applicability of full Bayesian inference, but what is the link with dysfunctional disagreement? Individuals striving to be Bayesian-rational, but challenged by information overload, might simplify by using Bayesian networks or the separation of questions into knowledge partitions, the latter formalized with quantum probability theory. We demonstrate the massive simplification afforded by either approach, but also show how they contribute to dysfunctional disagreement.

Entities:  

Keywords:  Bayesian inference; decision-making; disagreement; entrenchment; rationality

Mesh:

Year:  2021        PMID: 33529555      PMCID: PMC7893229          DOI: 10.1098/rspb.2020.2957

Source DB:  PubMed          Journal:  Proc Biol Sci        ISSN: 0962-8452            Impact factor:   5.349


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  2 in total

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