Literature DB >> 24691755

Development of goal-directed action selection guided by intrinsic motivations: an experiment with children.

Fabrizio Taffoni1, Eleonora Tamilia, Valentina Focaroli, Domenico Formica, Luca Ricci, Giovanni Di Pino, Gianluca Baldassarre, Marco Mirolli, Eugenio Guglielmelli, Flavio Keller.   

Abstract

Action selection is extremely important, particularly when the accomplishment of competitive tasks may require access to limited motor resources. The spontaneous exploration of the world plays a fundamental role in the development of this capacity, providing subjects with an increasingly diverse set of opportunities to acquire, practice and refine the understanding of action-outcome connection. The computational modeling literature proposed a number of specific mechanisms for autonomous agents to discover and target interesting outcomes: intrinsic motivations hold a central importance among those mechanisms. Unfortunately, the study of the acquisition of action-outcome relation was mostly carried out with experiments involving extrinsic tasks, either based on rewards or on predefined task goals. This work presents a new experimental paradigm to study the effect of intrinsic motivation on action-outcome relation learning and action selection during free exploration of the world. Three- and four-year-old children were observed during the free exploration of a new toy: half of them were allowed to develop the knowledge concerning its functioning; the other half were not allowed to learn anything. The knowledge acquired during the free exploration of the toy was subsequently assessed and compared.

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Year:  2014        PMID: 24691755     DOI: 10.1007/s00221-014-3907-z

Source DB:  PubMed          Journal:  Exp Brain Res        ISSN: 0014-4819            Impact factor:   1.972


  29 in total

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Authors: 
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Review 3.  The short-latency dopamine signal: a role in discovering novel actions?

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Review 5.  Information-seeking, curiosity, and attention: computational and neural mechanisms.

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Review 6.  Goal-directed instrumental action: contingency and incentive learning and their cortical substrates.

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7.  Phasic dopamine as a prediction error of intrinsic and extrinsic reinforcements driving both action acquisition and reward maximization: a simulated robotic study.

Authors:  Marco Mirolli; Vieri G Santucci; Gianluca Baldassarre
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8.  The cradle of causal reasoning: newborns' preference for physical causality.

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9.  Pure reasoning in 12-month-old infants as probabilistic inference.

Authors:  Erno Téglás; Edward Vul; Vittorio Girotto; Michel Gonzalez; Joshua B Tenenbaum; Luca L Bonatti
Journal:  Science       Date:  2011-05-27       Impact factor: 47.728

Review 10.  A theory of causal learning in children: causal maps and Bayes nets.

Authors:  Alison Gopnik; Clark Glymour; David M Sobel; Laura E Schulz; Tamar Kushnir; David Danks
Journal:  Psychol Rev       Date:  2004-01       Impact factor: 8.934

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  2 in total

1.  The effects of task difficulty, novelty and the size of the search space on intrinsically motivated exploration.

Authors:  Adrien F Baranes; Pierre-Yves Oudeyer; Jacqueline Gottlieb
Journal:  Front Neurosci       Date:  2014-10-14       Impact factor: 4.677

Review 2.  Augmentation-related brain plasticity.

Authors:  Giovanni Di Pino; Angelo Maravita; Loredana Zollo; Eugenio Guglielmelli; Vincenzo Di Lazzaro
Journal:  Front Syst Neurosci       Date:  2014-06-11
  2 in total

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