Moscoso del Prado Martin, Dr Fermin and Kostic, Prof Aleksandar and Filipovic-Djurdjevic, Dusica (2006) The Missing Link between Morphemic Assemblies and Behavioral Responses:a Bayesian Information-Theoretical model of lexical processing. (Unpublished)
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Abstract
We present the Bayesian Information-Theoretical (BIT) model of lexical processing: A mathematical model illustrating a novel approach to the modelling of language processes. The model shows how a neurophysiological theory of lexical processing relying on Hebbian association and neural assemblies can directly account for a variety of effects previously observed in behavioural experiments. We develop two information-theoretical measures of the distribution of usages of a morpheme or word, and use them to predict responses in three visual lexical decision datasets investigating inflectional morphology and polysemy. Our model offers a neurophysiological basis for the effects of morpho-semantic neighbourhoods. These results demonstrate how distributed patterns of activation naturally result in the arisal of symbolic structures. We conclude by arguing that the modelling framework exemplified here, is a powerful tool for integrating behavioural and neurophysiological results.
Item Type: | Other |
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Additional Information: | Submitted to Psychological Review |
Keywords: | Word assemblies, Bayesian model, Gaussian mixture, Bayesian, Hebbian, Polysemy, Homonymy, Inflectional morphology, Co-occurrence vectors |
Subjects: | Neuroscience > Neurolinguistics Computer Science > Statistical Models Computer Science > Language Neuroscience > Neural Modelling Linguistics > Computational Linguistics Neuroscience > Computational Neuroscience Linguistics > Semantics Linguistics > Morphology Computer Science > Machine Learning Psychology > Psycholinguistics Psychology > Cognitive Psychology Computer Science > Neural Nets Computer Science > Artificial Intelligence |
ID Code: | 4764 |
Deposited By: | Moscoso del Prado Martin, Dr Fermin |
Deposited On: | 16 Mar 2006 |
Last Modified: | 11 Mar 2011 08:56 |
Available Versions of this Item
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The Missing Link between Morphemic Assemblies and Behavioral Responses:a Bayesian Information-Theoretical model of lexical processing. (deposited 06 Mar 2006)
- The Missing Link between Morphemic Assemblies and Behavioral Responses:a Bayesian Information-Theoretical model of lexical processing. (deposited 16 Mar 2006) [Currently Displayed]
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