Mixed Effects Regression Models In Linguistics
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Mixed Effects Regression Models In Linguistics
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Author : Dirk Speelman
language : en
Publisher: Springer
Release Date : 2018-02-07
Mixed Effects Regression Models In Linguistics written by Dirk Speelman and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-02-07 with Social Science categories.
When data consist of grouped observations or clusters, and there is a risk that measurements within the same group are not independent, group-specific random effects can be added to a regression model in order to account for such within-group associations. Regression models that contain such group-specific random effects are called mixed-effects regression models, or simply mixed models. Mixed models are a versatile tool that can handle both balanced and unbalanced datasets and that can also be applied when several layers of grouping are present in the data; these layers can either be nested or crossed. In linguistics, as in many other fields, the use of mixed models has gained ground rapidly over the last decade. This methodological evolution enables us to build more sophisticated and arguably more realistic models, but, due to its technical complexity, also introduces new challenges. This volume brings together a number of promising new evolutions in the use of mixed models in linguistics, but also addresses a number of common complications, misunderstandings, and pitfalls. Topics that are covered include the use of huge datasets, dealing with non-linear relations, issues of cross-validation, and issues of model selection and complex random structures. The volume features examples from various subfields in linguistics. The book also provides R code for a wide range of analyses.
Hispanic Linguistics At The Crossroads
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Author : Rachel Klassen
language : en
Publisher: John Benjamins Publishing Company
Release Date : 2015-07-15
Hispanic Linguistics At The Crossroads written by Rachel Klassen and has been published by John Benjamins Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-07-15 with Language Arts & Disciplines categories.
This collection of articles, contributed by both experienced and novice researchers, addresses core issues in three different domains of Hispanic Linguistics: theoretical linguistics, language acquisition and language contact. Together these papers provide an overview of how the analysis of Spanish contributes to current formal and experimental linguistics, while on an individual level offering fine-grained analyses and innovative proposals covering a wide range of areas such as semantics and pragmatics, syntax, morphology, phonology, prosody, dialectal variation, first, second and bilingual language acquisition, as well as sociolinguistics. The volume will be a resource for graduate students, academics and researchers in theoretical, experimental and descriptive linguistics in general and Hispanic Linguistics in particular.The selection of chapters included in this volume were presented at the 17th Hispanic Linguistics Symposium hosted in October 2013 by the Language Acquisition Research Laboratory at the University of Ottawa in Ottawa, Canada.
Regression Modeling For Linguistic Data
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Author : Morgan Sonderegger
language : en
Publisher: MIT Press
Release Date : 2023-06-06
Regression Modeling For Linguistic Data written by Morgan Sonderegger and has been published by MIT Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-06 with Science categories.
The first comprehensive textbook on regression modeling for linguistic data offers an incisive conceptual overview along with worked examples that teach practical skills for realistic data analysis. In the first comprehensive textbook on regression modeling for linguistic data in a frequentist framework, Morgan Sonderegger provides graduate students and researchers with an incisive conceptual overview along with worked examples that teach practical skills for realistic data analysis. The book features extensive treatment of mixed-effects regression models, the most widely used statistical method for analyzing linguistic data. Sonderegger begins with preliminaries to regression modeling: assumptions, inferential statistics, hypothesis testing, power, and other errors. He then covers regression models for non-clustered data: linear regression, model selection and validation, logistic regression, and applied topics such as contrast coding and nonlinear effects. The last three chapters discuss regression models for clustered data: linear and logistic mixed-effects models as well as model predictions, convergence, and model selection. The book’s focused scope and practical emphasis will equip readers to implement these methods and understand how they are used in current work. The only advanced discussion of modeling for linguists Uses R throughout, in practical examples using real datasets Extensive treatment of mixed-effects regression models Contains detailed, clear guidance on reporting models Equal emphasis on observational data and data from controlled experiments Suitable for graduate students and researchers with computational interests across linguistics and cognitive science
Statistics For Linguistics With R
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Author : Stefan Th. Gries
language : en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date : 2021-05-10
Statistics For Linguistics With R written by Stefan Th. Gries and has been published by Walter de Gruyter GmbH & Co KG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-05-10 with Language Arts & Disciplines categories.
This is the third, newly revised and extended edition of this successful book (that has already been translated into three languages). Like the previous editions, it is entirely based on the programming language and environment R and is still thoroughly hands-on (with thousands of lines of heavily annotated code for all computations and plots). However, this edition has been updated based on many workshops/bootcamps taught by the author all over the world for the past few years: This edition has been didactically streamlined with regard to its exposition, it adds two new chapters – one on mixed-effects modeling, one on classification and regression trees as well as random forests – plus it features new discussion of curvature, orthogonal and other contrasts, interactions, collinearity, the effects and emmeans packages, autocorrelation/runs, some more bits on programming, writing statistical functions, and simulations, and many practical tips based on 10 years of teaching with these materials.
The Routledge Handbook Of Second Language Acquisition And Language Testing
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Author : Paula Winke
language : en
Publisher: Routledge
Release Date : 2020-12-27
The Routledge Handbook Of Second Language Acquisition And Language Testing written by Paula Winke and has been published by Routledge this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-12-27 with Language Arts & Disciplines categories.
This Handbook, with 45 chapters written by the world’s leading scholars in second language acquisition (SLA) and language testing, dives into the important interface between SLA and language testing: shared ground where researchers seek to measure second language performance to better understand how people learn their second languages. The Handbook also reviews how to best measure and evaluate the second language (L2) learners’ personal characteristics, backgrounds, and learning contexts to better understand their L2 learning trajectories. Taking a transdisciplinary approach to research, the book builds upon recent theorizing and measurement principles from the fields of applied linguistics, cognitive science, psychology, psycholinguistics, psychometrics, educational measurement, and social psychology. The Handbook is divided into six key sections: (1) Assessment concepts for SLA researchers, (2) Building instruments for SLA research, (3) Measuring individual differences, (4) Measuring language development, (5) Testing specific populations, and (6) Measurement principles for SLA researchers.
New Approaches To English Linguistics
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Author : Olga Timofeeva
language : en
Publisher: John Benjamins Publishing Company
Release Date : 2016-11-01
New Approaches To English Linguistics written by Olga Timofeeva and has been published by John Benjamins Publishing Company this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-11-01 with Language Arts & Disciplines categories.
This book aims at providing a cross-section of current developments in English linguistics, by tracing recent approaches to corpus linguistics and statistical methodology, by introducing new inter- and multidisciplinary refinements to empirical methodology, and by documenting the on-going emphasis shift within the discipline of English linguistics from the study of dominant language varieties to that of post-colonial, minority, non-standardised, learner and L2 varieties. Among the key focus areas that define research in the field of English linguistics today, this selection concentrates on four: corpus linguistics, English as a global language, cognitive linguistics, and second language acquisition. Most of the articles in this volume concentrate on at least two of these areas and at the same time bring in their own suggestions towards building bridges within and across sub-disciples of linguistics and beyond.
Word Knowledge And Word Usage
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Author : Vito Pirrelli
language : en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date : 2020-04-20
Word Knowledge And Word Usage written by Vito Pirrelli and has been published by Walter de Gruyter GmbH & Co KG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04-20 with Language Arts & Disciplines categories.
Word storage and processing define a multi-factorial domain of scientific inquiry whose thorough investigation goes well beyond the boundaries of traditional disciplinary taxonomies, to require synergic integration of a wide range of methods, techniques and empirical and experimental findings. The present book intends to approach a few central issues concerning the organization, structure and functioning of the Mental Lexicon, by asking domain experts to look at common, central topics from complementary standpoints, and discuss the advantages of developing converging perspectives. The book will explore the connections between computational and algorithmic models of the mental lexicon, word frequency distributions and information theoretical measures of word families, statistical correlations across psycho-linguistic and cognitive evidence, principles of machine learning and integrative brain models of word storage and processing. Main goal of the book will be to map out the landscape of future research in this area, to foster the development of interdisciplinary curricula and help single-domain specialists understand and address issues and questions as they are raised in other disciplines.
The Handbook Of Berber Linguistics
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Author : Alireza Korangy
language : en
Publisher: Springer Nature
Release Date : 2024-05-31
The Handbook Of Berber Linguistics written by Alireza Korangy and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-05-31 with Language Arts & Disciplines categories.
This handbook is the largest and most comprehensive publication on Berber linguistics to date, covering the variety of Berber dialects and related linguistics trends. Extensive and diverse at thematic and theoretical levels, with the aim of deepening students and scholars' understanding of the workings of Berber as a linguistic phenomenon, it explores a multitude of angles through which the diachronic and synchronic intricacies of Berber varieties can be examined. It enables a better understanding of the issues in the various components of North African languages, as well as their theoretical and typological significance and implications. The work covers phonology and phonetics, morphology and syntax, semantics and pragmatics, socio-linguistics and dialectology, language teaching and psycholinguistics, lexicology, language contact and comparative linguistics, historical linguistics and etymology. Sub-themes explored include prosody, ideophones (and expressive language in general), morpho-syntactic categories, sociolinguistic variation and several other seminal interdisciplinary explorations. The chapters reflect the diversity of Berber varieties and include up-to-date scholarship by leading Berberists, with varieties including Figuig, Kabyle, Senhaja, Siwa, Standard Moroccan Amazigh, Tamazight, Tarifit, Tashlhit, Touareg, Tunisian Berber, Znaga, as well as Proto-Berber. A large geographical territory is covered, including Algeria, Egypt, Libya, Mali, Mauritania, Morocco, and Tunisia. With contributions from these Berber-speaking countries and their diaspora, there are also chapters from prominent Berber scholars from America, Australia and Europe. To this end, the volume includes perspectives and theories from different schools of linguistics. In including original French contributions and English translations of research from top scholars in the field, the book includes another vital dimension in terms ofthe resources, and sources. As a comprehensive reference, this work is of interest to North Africanists from various disciplines, including anthropologists, linguists, and sociologists, but particularly linguists interested in endangered languages, and those working on the historical and comparative study of the Afroasiatic language phylum.
Cognitive Social And Individual Constraints On Linguistic Variation
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Author : Jeroen Claes
language : en
Publisher: Walter de Gruyter GmbH & Co KG
Release Date : 2016-12-19
Cognitive Social And Individual Constraints On Linguistic Variation written by Jeroen Claes and has been published by Walter de Gruyter GmbH & Co KG this book supported file pdf, txt, epub, kindle and other format this book has been release on 2016-12-19 with Language Arts & Disciplines categories.
The present volume tries to answer the question: What constrains morphosyntactic variation? By analyzing the variable agreement of presentational haber (‘there to be’) in Caribbean Spanish with advanced statistical tools and theoretical constructs of Cognitive Sociolinguistics, psycholinguistics, and variationist sociolinguistics, it proposes an innovative theoretical model of the constraints that govern morphosyntactic variation.
Data And Methods In Corpus Linguistics
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Author : Ole Schützler
language : en
Publisher: Cambridge University Press
Release Date : 2022-05-26
Data And Methods In Corpus Linguistics written by Ole Schützler and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-05-26 with Computers categories.
By contrasting different approaches and datasets, this book highlights critical developments in latest corpus-linguistic research.