Analogical Modeling of Language

Analogical Modeling of Language PDF

Author: R. Skousen

Publisher: Springer Science & Business Media

Published: 2012-12-06

Total Pages: 220

ISBN-13: 9400919069

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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 Modeling

Analogical Modeling PDF

Author: Royal Skousen

Publisher: John Benjamins Publishing

Published: 2002-11-29

Total Pages: 427

ISBN-13: 9027296944

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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).

Analogy and Structure

Analogy and Structure PDF

Author: R. Skousen

Publisher: Springer Science & Business Media

Published: 1992-09-30

Total Pages: 402

ISBN-13: 9780792319351

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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 in Grammar

Analogy in Grammar PDF

Author: James P. Blevins

Publisher: Oxford University Press on Demand

Published: 2009-07-30

Total Pages: 293

ISBN-13: 0199547548

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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.

Analogical classification in formal grammar

Analogical classification in formal grammar PDF

Author: Matías Guzmán Naranjo

Publisher: Language Science Press

Published: 2019

Total Pages: 256

ISBN-13: 3961101868

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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.

Analogical Modeling

Analogical Modeling PDF

Author: Royal Skousen

Publisher: John Benjamins Publishing

Published: 2002-01-01

Total Pages: 440

ISBN-13: 9789027223623

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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

Published: 2017-07-20

Total Pages: 431

ISBN-13: 1107086868

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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

Published: 2017-05-22

Total Pages: 244

ISBN-13: 3110549735

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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.

Semantic Role Labeling with Analogical Modeling

Semantic Role Labeling with Analogical Modeling PDF

Author: Warren C. Casbeer

Publisher:

Published: 2008

Total Pages: 61

ISBN-13:

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Semantic role labeling has become a popular natural language processing task in recent years. A number of conferences have addressed this task for the English language and many different approaches have been applied to the task. In particular, some have used a memory-based learning approach. This thesis further develops the memory-based learning approach to semantic role labeling through the use of analogical modeling of language. Data for this task were taken from a previous conference (CoNLL-2005) so that a direct comparison could be made with other algorithms that attempted to solve this task. It will be shown here that the current approach is able to closely compare to other memory-based learning systems on the same task. Future work is also addressed.

The Power of Analogy

The Power of Analogy PDF

Author: Dieter Wanner

Publisher: Walter de Gruyter

Published: 2011-06-24

Total Pages: 349

ISBN-13: 3110919818

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In The Power of Anology, Dieter Wanner argues for reinstating historical linguistics, especially in (morpho-)syntax, as constitutive of any theoretical account of language. In the first part, he provides a critique of some foundational concepts of an object-oriented linguistic perspective, questioning the distinction between synchrony and diachrony, dichotomous parametrization, grammaticality judgments, and formal generalization. Instead, the immanent perspective of the linguistic individual, licensed by broad cognitive functions, highlights such relegated dimensions as similarity, (surface) redundancy, frequency of form, and social and environmental conditions on language use. In the second part, Dieter Wanner relies on a systematic construct of analogy as the dynamic force enabling language, tying together acquisition, language use, and linguistic change. Such analogy is pervasive, driven by local models, and inevitably spreading through the social web of linguistic practice. The unpredictability, incompletion, and typical slowness of change thereby become the norm, while categorical closure remains a marked possibility. The framework of "Soft Syntax" spells out an operative model for syntax relying on precedence, cohesion, dependence, agreement, constructional identity, and concatenation. These six dimensions and their interplay undergo a detailed exploration of their diachronic operation and implications, applying them to typical examples taken from the history of the Romance languages. The openness of the framework enables diachronic linguistics to approach old problems in a new light and to ask new questions about the mechanics and nature of language change.