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The Discriminative Lexicon

by Maria Heitmeier

A computational approach to how words are processed

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AlbakiReads Editorial

A computational approach to how words are processed

Maria Heitmeier introduces the Discriminative Lexicon Model through both its theoretical foundations and practical implementation in the Julia package JudiLing. The opening half lays out the model’s core components, with explanatory boxes on concepts including matrix multiplication and the Rescorla–Wagner learning rule. The later chapters turn to case studies across Maltese, Biblical Hebrew, Dutch, Navajo, Estonian, French, and multilingual contexts. They also demonstrate how behavioural measures—including lexical-decision reaction times, acoustic durations, and tongue movements—can be modelled, with exercises for practice. The book connects formal accounts of word processing to computational tools and empirical linguistic data.

Good fit for readers who enjoy

  • Researchers and students in morphology, phonetics, or computational linguistics
  • Linguists interested in computational modelling of behavioural data
  • Readers seeking practical experience with the JudiLing Julia package

Themes

Word processing and morphologyComputational linguisticsLanguage learning modelsMultilingual and cross-linguistic case studiesBehavioural data modelling

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Book overview

The 'Discriminative Lexicon Model' is a new theory of how we process words, which moves radically away from most standard theories of morphology. This book introduces the Discriminative Lexicon from both a practical and a theoretical perspective. The first half explains the basic theory and the main parts of 'JudiLing', the Julia package implementing the theory. This is complimented by theory boxes introducing the core concepts underlying the model, such as Matrix Multiplication and the Rescorla-Wagner learning rule. The second half provides a series of case studies spanning languages as diverse as Maltese, Biblical Hebrew, Dutch, Navajo, Estonian and French, as well as multilingual settings. It also shows how behavioural data like lexical decision reaction times, acoustic durations or tongue movements can be modelled. These are accompanied by practice exercises. It is essential reading for researchers and students in a wide range of linguistic fields, including phonetics and computational linguistics.
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