Literature DB >> 29914999

A review of abstract concept learning in embodied agents and robots.

Angelo Cangelosi1, Francesca Stramandinoli2.   

Abstract

This paper reviews computational modelling approaches to the learning of abstract concepts and words in embodied agents such as humanoid robots. This will include a discussion of the learning of abstract words such as 'use' and 'make' in humanoid robot experiments, and the acquisition of numerical concepts via gesture and finger counting strategies. The current approaches share a strong emphasis on embodied cognition aspects for the grounding of abstract concepts, and a continuum, rather than dichotomy, view of concrete/abstract concepts differences.This article is part of the theme issue 'Varieties of abstract concepts: development, use and representation in the brain'.
© 2018 The Author(s).

Keywords:  abstract concept learning; cognitive robotics; embodied cognition; numerical concepts; symbol grounding

Mesh:

Year:  2018        PMID: 29914999      PMCID: PMC6015819          DOI: 10.1098/rstb.2017.0131

Source DB:  PubMed          Journal:  Philos Trans R Soc Lond B Biol Sci        ISSN: 0962-8436            Impact factor:   6.237


  11 in total

1.  Concreteness, context availability, and imageability ratings and word associations for abstract, concrete, and emotion words.

Authors:  J Altarriba; L M Bauer; C Benvenuto
Journal:  Behav Res Methods Instrum Comput       Date:  1999-11

2.  The role of gesture in children's learning to count.

Authors:  T A Graham
Journal:  J Exp Child Psychol       Date:  1999-12

3.  The grounding of higher order concepts in action and language: a cognitive robotics model.

Authors:  Francesca Stramandinoli; Davide Marocco; Angelo Cangelosi
Journal:  Neural Netw       Date:  2012-02-14

4.  Processing abstract language modulates motor system activity.

Authors:  Arthur M Glenberg; Marc Sato; Luigi Cattaneo; Lucia Riggio; Daniele Palumbo; Giovanni Buccino
Journal:  Q J Exp Psychol (Hove)       Date:  2008-06       Impact factor: 2.143

5.  The linguistic and embodied nature of conceptual processing.

Authors:  Max M Louwerse; Patrick Jeuniaux
Journal:  Cognition       Date:  2009-10-08

6.  An embodied model for sensorimotor grounding and grounding transfer: experiments with epigenetic robots.

Authors:  Angelo Cangelosi; Thomas Riga
Journal:  Cogn Sci       Date:  2006-07-08

7.  Grounding language in action.

Authors:  Arthur M Glenberg; Michael P Kaschak
Journal:  Psychon Bull Rev       Date:  2002-09

Review 8.  Grounding words in perception and action: computational insights.

Authors:  Deb Roy
Journal:  Trends Cogn Sci       Date:  2005-08       Impact factor: 20.229

9.  Effects of finger counting on numerical development - the opposing views of neurocognition and mathematics education.

Authors:  Korbinian Moeller; Laura Martignon; Silvia Wessolowski; Joachim Engel; Hans-Christoph Nuerk
Journal:  Front Psychol       Date:  2011-11-29

10.  Making fingers and words count in a cognitive robot.

Authors:  Vivian M De La Cruz; Alessandro Di Nuovo; Santo Di Nuovo; Angelo Cangelosi
Journal:  Front Behav Neurosci       Date:  2014-02-03       Impact factor: 3.558

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  5 in total

1.  Varieties of abstract concepts: development, use and representation in the brain.

Authors:  Anna M Borghi; Laura Barca; Ferdinand Binkofski; Luca Tummolini
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2018-08-05       Impact factor: 6.237

2.  Spatial Concept Learning: A Spiking Neural Network Implementation in Virtual and Physical Robots.

Authors:  André Cyr; Frédéric Thériault
Journal:  Comput Intell Neurosci       Date:  2019-04-01

3.  Learning Actions From Natural Language Instructions Using an ON-World Embodied Cognitive Architecture.

Authors:  Ioanna Giorgi; Angelo Cangelosi; Giovanni L Masala
Journal:  Front Neurorobot       Date:  2021-05-13       Impact factor: 2.650

4.  Automatic system for high-throughput and high-sensitivity diagnosis of SARS-CoV-2.

Authors:  Jun Lu; Weihua Fan; Zihui Huang; Ke Fan; Jianhua Dong; Jisheng Qin; Jianzhong Luo; Zhizhong Zhang; Guodong Sun; Chaohui Duan; Kunyi Pan; Wenshen Gu; Xiao Zhang
Journal:  Bioprocess Biosyst Eng       Date:  2022-01-15       Impact factor: 3.434

5.  Ultimate Grounding of Abstract Concepts: A Graded Account.

Authors:  Tim Reinboth; Igor Farkaš
Journal:  J Cogn       Date:  2022-03-11
  5 in total

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