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Neural Computing and Applications

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01.04.2006 | Original Article

Neural network modelling of word production in Finnish: coding semantic and non-semantic features

verfasst von: Antti Järvelin, Martti Juhola, Matti Laine

Erschienen in: Neural Computing and Applications | Ausgabe 2/2006

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Abstract

The objective of our research is to computationally model word production and its disorders by means of artificial neural networks. In the current study we develop and analyze an algorithm that generates a distributed semantic coding from a given semantic tree-structure classification of words. With the algorithm it is possible to generate semantic representations that are compact and easy to modify. This renders the coding method suitable for our multilayer perceptron-based neural network model of word production. The model is shown to be able to account for a variety of performance patterns observed in four Finnish aphasia patients suffering from word-finding difficulties.

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Levelt WJM (2001) Spoken word production: a theory of lexical access. PNAS 98(23):13464–13471CrossRef

Levelt WJM, Roelofs A, Meyer AS (1999) A theory of lexical access in speech production. Behav Brain Sci 22(1):1–78CrossRef

Dell GS (1986) A spreading-activation theory of retrieval in sentence production. Psychol Rev 93(3):283–321CrossRef

Juhola M, Vauhkonen A, Laine M (1995) Simulation of aphasic naming errors in Finnish language with neural networks. Neural Networks 8(1):1–9CrossRef

Tikkala A, Juhola M (1995) A neural network simulation method of aphasic errors: properties and behaviour. Neural Comput Appl 3:192–201CrossRef

Tikkala A, Juhola M (1996) A neural network simulation of aphasic naming errors: network dynamics and control. Neurocomputing 13:11–29CrossRef

Tikkala A, Eikmeyer HJ, Niemi J, Laine M (1997) The production of Finnish nouns: a psycholinguistically motivated connectionist model. Connect Sci 9(3):295–314CrossRef

Laine M, Tikkala A, Juhola M (1998) Modeling anomia by the discrete two-stage word production model. J Neurolinguist 11(3):275–294CrossRef

Vauhkonen A, Juhola M (2000) Convergence of a spreading activation neural network with application of simulating aphasic naming errors in Finnish language. Neurocomputing 30:323–332CrossRef

10.

Haykin S (1999) Neural networks a comprehensive foundation. Prentice Hall, LondonMATH

11.

Snodgrass JG, Vanderwart M (1980) A standardized set of 260 pictures: norms for name agreement, image agreement, familiarity and visual complexity. J Exp Psychol: Human 6(2):174–215CrossRef

12.

Hinton GE, Shallice T (1991) Lesioning an attractor network: investigations of acquired dyslexia. Psychol Rev 98(1):74–95CrossRef

13.

ISO 2788–1986 (1986) Documentation–guidelines for the establishment and development of monolingual thesauri. International Organization for Standardization

14.

Hand D, Mannila H, Smyth P (2001) Principles of data mining. MIT Press, Cambridge, MA

15.

Karlsson F (1983) Suomen Kielen Äänne- ja Muotorakenne (Finnish phonology and morphology). WSOY, Juva, Finland

16.

Yule G (1999) The study of language. Cambridge University Press, Cambridge

17.

Rumelhart DE, McClelland JL (1986) On learning the past tenses of English verbs. In: McClelland JL, Rumelhart DE (eds) Parallel distributed processing: explorations in the microstructure of cognition. Vol 2: Psychological and biological models. MIT Press, Cambridge MA, pp 216–271

18.

Miikkulainen R (1997) Dyslexic and category-specific aphasic impairments in a self-organizing feature map model of the lexicon. Brain Lang 59(2):334–366CrossRef

19.

Thyme AE (1993) A connectionist approach to nominal inflection: paradigm patterning and analogy in Finnish. PhD Thesis, University of California, San Diego

20.

Hecht-Nielsen R (1990) Neurocomputing. Addison-Wesley, Redwood City, CA

21.

Järvelin A, Juhola M, Laine M (2004) A neural network model of lexicalization for simulating anomic naming errors of dementia patients. In: Fieschi M et al. (eds) Proceedings of the 11th world congress on medical informatics, IOS Press, Amsterdam, pp 48–51

22.

Tikkala A (1998) Suggestion for a neural network model for simulating child language acquisition. Nord J Linguist 21:47–64CrossRef

23.

Hinton GE, Sejnowski TT (1986) Learning in Boltzmann machines. In: McClelland JL, Rumelhart DE (eds) Parallel distributed processing: explorations in the microstructure of cognition Vol 1. Foundations, MIT Press, Cambridge, MA, pp 282–317

Titel: Neural network modelling of word production in Finnish: coding semantic and non-semantic features
verfasst von: Antti Järvelin
Martti Juhola
Matti Laine
Publikationsdatum: 01.04.2006
Verlag: Springer-Verlag
Erschienen in: Neural Computing and Applications / Ausgabe 2/2006
Print ISSN: 0941-0643
Elektronische ISSN: 1433-3058
DOI: https://doi.org/10.1007/s00521-005-0012-z

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