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book: Analogical Modeling
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Analogical Modeling

An exemplar-based approach to language
  • Edited by: , and
Language: English
Published/Copyright: 2002

About this book

Analogical Modeling (AM) is an exemplar-based general theory of description that uses both neighbors and non-neighbors (under certain well-defined conditions of homogeneity) to predict language behavior. This book provides a basic introduction to AM, compares the theory with nearest-neighbor approaches, and discusses the most recent advances in the theory, including psycholinguistic evidence, applications to specific languages, the problem of categorization, and how AM relates to alternative approaches of language description (such as instance families, neural nets, connectionism, and optimality theory). The book closes with a thorough examination of the problem of the exponential explosion, an inherent difficulty in AM (and in fact all theories of language description). Quantum computing (based on quantum mechanics with its inherent simultaneity and reversibility) provides a precise and natural solution to the exponential explosion in AM. Finally, an extensive appendix provides three tutorials for running the AM computer program (available online).

Reviews

Rens Bod, University of Amsterdam:
It used to be a cliche that language users produce and understand new utterances on the basis of analogies they construct with previous linguistic experiences. A formal articulation of the notion of analogy was, however, lacking for a long time. Skousen's explicit formulation of analogy has triggered a resurgence of interest in analogy-based language processing. This book does a wonderful job of combining a tutorial on analogical modeling with a state-of-the-art overview of the field. It should be read by all who are interested in the interface between language, cognition, and computation.

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  • Part I. The basics of Analogical Modeling
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  • Part II. Psycholinguistic evidence for Analogical Modeling
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  • Part III. Applications to specific languages
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  • Part IV. Comparing Analogical Modeling with TiMBL
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  • Part V. Extending Analogical Modeling
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  • Part VI. Quantum computing and the exponential explosion
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  • Part VII. Appendix
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Publishing information
Pages and Images/Illustrations in book
eBook published on:
October 21, 2008
eBook ISBN:
9789027296948
Pages and Images/Illustrations in book
Main content:
416
This book is in the series
Human Cognitive Processing
This book is in the series
Downloaded on 5.4.2026 from https://www.degruyterbrill.com/document/doi/10.1075/hcp.10/html
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