Literature DB >> 12466927

Representing task context: proposals based on a connectionist model of action.

Matthew Botvinick1, David C Plaut.   

Abstract

Representations of task context play a crucial role in shaping human behavior. While the nature of these representations remains poorly understood, existing theories share a number of basic assumptions. One of these is that task representations are discrete, independent, and non-overlapping. We present here an alternative view, according to which task representations are instead viewed as graded, distributed patterns occupying a shared, continuous representational space. In recent work, we have implemented this view in a computational model of routine sequential action. In the present article, we focus specifically on this model's implications for understanding task representation, considering the implications of the account for two influential concepts: (1) cognitive underspecification, the idea that task representations may be imprecise or vague, especially in contexts where errors occur, and (2) information-sharing, the idea that closely related operations rely on common sets of internal representations.

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Mesh:

Year:  2002        PMID: 12466927     DOI: 10.1007/s00426-002-0103-8

Source DB:  PubMed          Journal:  Psychol Res        ISSN: 0340-0727


  9 in total

1.  Distraction and action slips in an everyday task: evidence for a dynamic representation of task context.

Authors:  Matthew M Botvinick; Lauren M Bylsma
Journal:  Psychon Bull Rev       Date:  2005-12

Review 2.  Event perception: a mind-brain perspective.

Authors:  Jeffrey M Zacks; Nicole K Speer; Khena M Swallow; Todd S Braver; Jeremy R Reynolds
Journal:  Psychol Bull       Date:  2007-03       Impact factor: 17.737

3.  Multilevel structure in behaviour and in the brain: a model of Fuster's hierarchy.

Authors:  Matthew M Botvinick
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2007-09-29       Impact factor: 6.237

Review 4.  Hierarchical models of behavior and prefrontal function.

Authors:  Matthew M Botvinick
Journal:  Trends Cogn Sci       Date:  2008-04-15       Impact factor: 20.229

5.  Distributed representations of action sequences in anterior cingulate cortex: A recurrent neural network approach.

Authors:  Danesh Shahnazian; Clay B Holroyd
Journal:  Psychon Bull Rev       Date:  2018-02

6.  On Simulating Neural Damage in Connectionist Networks.

Authors:  Olivia Guest; Andrea Caso; Richard P Cooper
Journal:  Comput Brain Behav       Date:  2020-06-30

Review 7.  Hierarchically organized behavior and its neural foundations: a reinforcement learning perspective.

Authors:  Matthew M Botvinick; Yael Niv; Andew G Barto
Journal:  Cognition       Date:  2008-10-15

8.  Semantic adaptation and competition during word comprehension.

Authors:  Marina Bedny; Megan McGill; Sharon L Thompson-Schill
Journal:  Cereb Cortex       Date:  2008-02-27       Impact factor: 5.357

9.  A context maintenance and retrieval model of organizational processes in free recall.

Authors:  Sean M Polyn; Kenneth A Norman; Michael J Kahana
Journal:  Psychol Rev       Date:  2009-01       Impact factor: 8.934

  9 in total

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