Analogical Modeling

Analogical Modeling PDF Author: Royal Skousen
Publisher: John Benjamins Publishing
ISBN: 9027296944
Category : Language Arts & Disciplines
Languages : en
Pages : 427

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Book Description
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).

Analogical Modeling

Analogical Modeling PDF Author: Royal Skousen
Publisher: John Benjamins Publishing
ISBN: 9027296944
Category : Language Arts & Disciplines
Languages : en
Pages : 427

Get Book

Book Description
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).

Analogical Modeling of Language

Analogical Modeling of Language PDF Author: R. Skousen
Publisher: Springer Science & Business Media
ISBN: 9400919069
Category : Language Arts & Disciplines
Languages : en
Pages : 220

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Book Description
1. Structuralist Versus Analogical Descriptions ONE important purpose of this book is to compare two completely dif ferent approaches to describing language. The first of these approaches, commonly called stnlctllralist, is the traditional method for describing behavior. Its methods are found in many diverse fields - from biological taxonomy to literary criticism. A structuralist description can be broadly characterized as a system of classification. The fundamental question that a structuralist description attempts to answer is how a general contextual space should be partitioned. For each context in the partition, a rule is defined. The rule either specifies the behavior of that context or (as in a taxonomy) assigns a name to that context. Structuralists have implicitly assumed that descriptions of behavior should not only be correct, but should also minimize the number of rules and permit only the simplest possible contextual specifications. It turns out that these intuitive notions can actually be derived from more fundamental statements about the uncertainty of rule systems. Traditionally, linguistic analyses have been based on the idea that a language is a system of rules. Saussure, of course, is well known as an early proponent of linguistic structuralism, as exemplified by his characterization of language as "a self-contained whole and principle of classification" (Saussure 1966:9). Yet linguistic structuralism did not originate with Saussure - nor did it end with "American structuralism".

Analogical classification in formal grammar

Analogical classification in formal grammar PDF Author: Matías Guzmán Naranjo
Publisher: Language Science Press
ISBN: 3961101868
Category : Language Arts & Disciplines
Languages : en
Pages : 256

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Book Description
The organization of the lexicon, and especially the relations between groups of lexemes is a strongly debated topic in linguistics. Some authors have insisted on the lack of any structure of the lexicon. In this vein, Di Sciullo & Williams (1987: 3) claim that “[t]he lexicon is like a prison – it contains only the lawless, and the only thing that its inmates have in commonis lawlessness”. In the alternative view, the lexicon is assumed to have a rich structure that captures all regularities and partial regularities that exist between lexical entries.Two very different schools of linguistics have insisted on the organization of the lexicon. On the one hand, for theories like HPSG (Pollard & Sag 1994), but also some versions of construction grammar (Fillmore & Kay 1995), the lexicon is assumed to have a very rich structure which captures common grammatical properties between its members. In this approach, a type hierarchy organizes the lexicon according to common properties between items. For example, Koenig (1999: 4, among others), working from an HPSG perspective, claims that the lexicon “provides a unified model for partial regularties, medium-size generalizations, and truly productive processes”. On the other hand, from the perspective of usage-based linguistics, several authors have drawn attention to the fact that lexemes which share morphological or syntactic properties, tend to be organized in clusters of surface (phonological or semantic) similarity (Bybee & Slobin 1982; Skousen 1989; Eddington 1996). This approach, often called analogical, has developed highly accurate computational and non-computational models that can predict the classes to which lexemes belong. Like the organization of lexemes in type hierarchies, analogical relations between items help speakers to make sense of intricate systems, and reduce apparent complexity (Köpcke & Zubin 1984). Despite this core commonality, and despite the fact that most linguists seem to agree that analogy plays an important role in language, there has been remarkably little work on bringing together these two approaches. Formal grammar traditions have been very successful in capturing grammatical behaviour, but, in the process, have downplayed the role analogy plays in linguistics (Anderson 2015). In this work, I aim to change this state of affairs. First, by providing an explicit formalization of how analogy interacts with grammar, and second, by showing that analogical effects and relations closely mirror the structures in the lexicon. I will show that both formal grammar approaches, and usage-based analogical models, capture mutually compatible relations in the lexicon.

Analogy and Structure

Analogy and Structure PDF Author: R. Skousen
Publisher: Springer Science & Business Media
ISBN: 9780792319351
Category : Computers
Languages : en
Pages : 402

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Book Description
Analogy and Structure provides the necessary foundation for understanding the nature of analogical and structuralist (or rule-based) approaches to describing behavior. In the first part of this book, the mathematical properties of rule approaches are developed; in the second part, the analogical alternative to rules is developed. This book serves as the mathematical basis for Analogical Modeling of Language (Kluwer, 1989). Features include: A Natural Measure of Uncertainty: The disagreement between randomly chosen occurences avids the difficulties of using entropy as the measure of uncertainty. Optimal Descriptions: The implicit assumption of structuralist descriptions (namely, that descriptions of behavior should be corrected and minimal) can be derived from more fundamental statements about the uncertainty of rule systems. Problems with Rule Approaches: The correct description of nondeterministic behavior leads to an atomistic, analog alternative to structuralist (or rule-based) descriptions. Natural Statistics: Traditional statistical tests are eliminated in favor of statistically equivalent decision rules that involve little or no mathematical calculation. Psycholinguistic Factors: Analogical models, unlike, neural networks, directly account for probabilistic learning as well as reaction times in world-recognition experiments.

Analogy and Structure

Analogy and Structure PDF Author: R. Skousen
Publisher: Springer Science & Business Media
ISBN: 9401580987
Category : Computers
Languages : en
Pages : 382

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Book Description
Analogy and Structure provides the necessary foundation for understanding the nature of analogical and structuralist (or rule-based) approaches to describing behavior. In the first part of this book, the mathematical properties of rule approaches are developed; in the second part, the analogical alternative to rules is developed. This book serves as the mathematical basis for Analogical Modeling of Language (Kluwer, 1989). Features include: A Natural Measure of Uncertainty: The disagreement between randomly chosen occurences avids the difficulties of using entropy as the measure of uncertainty. Optimal Descriptions: The implicit assumption of structuralist descriptions (namely, that descriptions of behavior should be corrected and minimal) can be derived from more fundamental statements about the uncertainty of rule systems. Problems with Rule Approaches: The correct description of nondeterministic behavior leads to an atomistic, analog alternative to structuralist (or rule-based) descriptions. Natural Statistics: Traditional statistical tests are eliminated in favor of statistically equivalent decision rules that involve little or no mathematical calculation. Psycholinguistic Factors: Analogical models, unlike, neural networks, directly account for probabilistic learning as well as reaction times in world-recognition experiments.

Analogical Modeling

Analogical Modeling PDF Author: Royal Skousen
Publisher: John Benjamins Publishing
ISBN: 9789027223623
Category : Language Arts & Disciplines
Languages : en
Pages : 440

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Book Description
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).

The Changing English Language

The Changing English Language PDF Author: Marianne Hundt
Publisher: Cambridge University Press
ISBN: 1107086868
Category : Language Arts & Disciplines
Languages : en
Pages : 431

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Book Description
Experts from psycholinguistics and English historical linguistics address core factors in language change.

Analogy in Word-formation

Analogy in Word-formation PDF Author: Elisa Mattiello
Publisher: Walter de Gruyter GmbH & Co KG
ISBN: 3110549735
Category : Language Arts & Disciplines
Languages : en
Pages : 244

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Book Description
This book fills a gap in lexical morphology, especially with reference to analogy in English word-formation. Many studies have focused their interest on the role played by analogy within English inflectional morphology. However, the analogical mechanism also deserves investigation on account of its relevance to neology in English. This volume provides in-depth qualitative analyses and stimulating quantitative findings in this realm.

Analogy in Grammar

Analogy in Grammar PDF Author: James P. Blevins
Publisher: Oxford University Press on Demand
ISBN: 0199547548
Category : Computers
Languages : en
Pages : 293

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Book Description
In this book, leading researchers in morphology, syntax, language acquisition, psycholinguistics, and computational linguistics address central questions about the form and acquisition of analogy in grammar. What kinds of patterns do speakers select as the basis for analogical extension? What types of items are particularly susceptible or resistant to analogical pressures? At what levels do analogical processes operate and how do processes interact? What formal mechanisms areappropriate for modelling analogy? The novel synthesis of typological, theoretical, computational, and developmental paradigms in this volume brings us closer to answering these questions than ever before.

The Power of Analogy

The Power of Analogy PDF Author: Dieter Wanner
Publisher: Walter de Gruyter
ISBN: 9783110188738
Category : Foreign Language Study
Languages : en
Pages : 356

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Book Description
This study demonstrates how historical linguistics regains a central role for the understanding of language as soon as the artificial distinction between synchrony and diachrony is abandoned. The author systematically explores the potential of the concept of analogy within the new framework of "Soft Syntax," illustrating his analysis with numerous examples from the history of the Romance languages. He shows that the openness of analogy allows historical linguistics to improve on old problems and to ask new questions about language change.