Harnessing Computational Complexity Theory to Model Human Decision‐making and Cognition

Cognitive Science 47 (6):e13304 (2023)
  Copy   BIBTEX

Abstract

A central aim of cognitive science is to understand the fundamental mechanisms that enable humans to navigate and make sense of complex environments. In this letter, we argue that computational complexity theory, a foundational framework for evaluating computational resource requirements, holds significant potential in addressing this challenge. As humans possess limited cognitive resources for processing vast amounts of information, understanding how humans perform complex cognitive tasks requires comprehending the underlying factors that drive information processing demands. Computational complexity theory provides a comprehensive theoretical framework to achieve this goal. By adopting this framework, we can gain new insights into how cognitive systems work and develop a more nuanced understanding of the relation between task complexity and human behavior. We provide empirical evidence supporting our argument and identify several open research questions and challenges in applying computational complexity theory to human decision‐making and cognitive science at large.

Links

PhilArchive



    Upload a copy of this work     Papers currently archived: 91,435

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

The Human Nature of the Economic Mind.Katherine Nelson - 2011 - Biological Theory 6 (4):377-387.
Tractability and the computational mind.Rineke Verbrugge & Jakub Szymanik - 2018 - In Mark Sprevak & Matteo Colombo (eds.), The Routledge Handbook of the Computational Mind. Routledge. pp. 339-353.
Computational model theory: an overview.M. Vardi - 1998 - Logic Journal of the IGPL 6 (4):601-624.

Analytics

Added to PP
2023-06-17

Downloads
12 (#1,068,950)

6 months
5 (#632,346)

Historical graph of downloads
How can I increase my downloads?

Citations of this work

No citations found.

Add more citations

References found in this work

The Tractable Cognition Thesis.Iris Van Rooij - 2008 - Cognitive Science 32 (6):939-984.
Tractable competence.Marcello Frixione - 2001 - Minds and Machines 11 (3):379-397.
The TSP phase transition.Ian P. Gent & Toby Walsh - 1996 - Artificial Intelligence 88 (1-2):349-358.

Add more references