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Basic language lear...
Basic language learning in artificial animals
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- Johannesson, Louise (author)
- Chalmers tekniska högskola,Chalmers University of Technology
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- Nilsson, Martin (author)
- Chalmers tekniska högskola,Chalmers University of Technology
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- Strannegård, Claes, 1962 (author)
- Chalmers tekniska högskola,Chalmers University of Technology
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(creator_code:org_t)
- ISBN 9783319993157
- 2018-08-24
- 2019
- English.
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In: Advances in Intelligent Systems and Computing. - Cham : Springer International Publishing. - 2194-5365 .- 2194-5357. - 9783319993157 ; 848, s. 155-161
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Abstract
Subject headings
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- We explore a general architecture for artificial animals, or animats, that develops over time. The architecture combines reinforcement learning, dynamic concept formation, and homeostatic decision-making aimed at need satisfaction. We show that this architecture, which contains no ad hoc features for language processing, is capable of basic language learning of three kinds: (i) learning to reproduce phonemes that are perceived in the environment via motor babbling; (ii) learning to reproduce sequences of phonemes corresponding to spoken words perceived in the environment; and (iii) learning to ground the semantics of spoken words in sensory experience by associating spoken words (e.g. the word “cold”) to sensory experience (e.g. the activity of a sensor for cold temperature) and vice versa.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences (hsv//eng)
Keyword
- babbling
- grounded semantics
- generic animat
- sequence learning
- language learning
- poverty of the stimulus
Publication and Content Type
- kon (subject category)
- ref (subject category)
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