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Titlebook: Mixed-Effects Regression Models in Linguistics; Dirk Speelman,Kris Heylen,Dirk Geeraerts Book 2018 Springer International Publishing AG, p

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书目名称Mixed-Effects Regression Models in Linguistics
编辑Dirk Speelman,Kris Heylen,Dirk Geeraerts
视频video
概述Illustrates the diversity of applications of mixed models now found in linguistics and applicable for other disciplines in the humanities and social sciences.Uses unique, hands-on approach to demonstr
丛书名称Quantitative Methods in the Humanities and Social Sciences
图书封面Titlebook: Mixed-Effects Regression Models in Linguistics;  Dirk Speelman,Kris Heylen,Dirk Geeraerts Book 2018 Springer International Publishing AG, p
描述.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 cr
出版日期Book 2018
关键词effects models; generalized linear mixed models; linguistics; mixed models; regression; semantics
版次1
doihttps://doi.org/10.1007/978-3-319-69830-4
isbn_softcover978-3-319-88850-7
isbn_ebook978-3-319-69830-4Series ISSN 2199-0956 Series E-ISSN 2199-0964
issn_series 2199-0956
copyrightSpringer International Publishing AG, part of Springer Nature 2018
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Mixed-Effects Regression Models in Linguistics978-3-319-69830-4Series ISSN 2199-0956 Series E-ISSN 2199-0964
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2199-0956 d social sciences.Uses unique, hands-on approach to demonstr.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-gr
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Book 2018 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 cr
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