Literature DB >> 34973020

Expert Characteristics: Implications for Expert Systems.

Konstantinos G Papageorgiou1.   

Abstract

While expert systems are artificial intelligence (AI) agents, they share many common characteristics with human experts. As technology progresses, such systems are not just able to make simple decisions following "simplistic" linear logical protocols; they "behave" as real experts in at least two ways: by demonstrating superb decision-making skills and by conforming to the social norms for expertise, i.e., they "feel" as human experts. A review of the common characteristics of human experts may have important implications for the direction of the development for such systems. Implications for bioinformatics and future research (especially concerning the accompanying concept of "expert generalist") are also discussed.
© 2021. The Author(s), under exclusive license to Springer Nature Switzerland AG.

Entities:  

Keywords:  Epistēmē; Expert generalist; Expert systems; Methodology of science

Mesh:

Year:  2021        PMID: 34973020     DOI: 10.1007/978-3-030-78775-2_18

Source DB:  PubMed          Journal:  Adv Exp Med Biol        ISSN: 0065-2598            Impact factor:   2.622


  11 in total

1.  Structural brain variation and general intelligence.

Authors:  Richard J Haier; Rex E Jung; Ronald A Yeo; Kevin Head; Michael T Alkire
Journal:  Neuroimage       Date:  2004-09       Impact factor: 6.556

2.  The role of intuition and deliberative thinking in experts' superior tactical decision-making.

Authors:  Jerad H Moxley; K Anders Ericsson; Neil Charness; Ralf T Krampe
Journal:  Cognition       Date:  2012-04-26

3.  Time scales of adaptive behavior and motor learning in the presence of stochastic perturbations.

Authors:  W I Schöllhorn; G Mayer-Kress; K M Newell; M Michelbrink
Journal:  Hum Mov Sci       Date:  2008-12-04       Impact factor: 2.161

Review 4.  Toward a science of exceptional achievement: attaining superior performance through deliberate practice.

Authors:  K Anders Ericsson; Kiruthiga Nandagopal; Roy W Roring
Journal:  Ann N Y Acad Sci       Date:  2009-08       Impact factor: 5.691

5.  Superior self-paced memorization of digits in spite of a normal digit span: the structure of a memorist's skill.

Authors:  Yi Hu; K Anders Ericsson; Dan Yang; Chao Lu
Journal:  J Exp Psychol Learn Mem Cogn       Date:  2009-11       Impact factor: 3.051

Review 6.  Long-term working memory.

Authors:  K A Ericsson; W Kintsch
Journal:  Psychol Rev       Date:  1995-04       Impact factor: 8.934

7.  The effects of practice and delay on motor skill learning and retention.

Authors:  Tal Savion-Lemieux; Virginia B Penhune
Journal:  Exp Brain Res       Date:  2004-11-13       Impact factor: 1.972

8.  Limits of generalization between categories and implications for theories of category specificity.

Authors:  Cindy M Bukach; W Stewart Phillips; Isabel Gauthier
Journal:  Atten Percept Psychophys       Date:  2010-10       Impact factor: 2.199

9.  Expertise and the evolution of consciousness.

Authors:  Matt J Rossano
Journal:  Cognition       Date:  2003-10

Review 10.  Superior pattern processing is the essence of the evolved human brain.

Authors:  Mark P Mattson
Journal:  Front Neurosci       Date:  2014-08-22       Impact factor: 4.677

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