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 |  | 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 | doi | https://doi.org/10.1007/978-3-319-69830-4 | isbn_softcover | 978-3-319-88850-7 | isbn_ebook | 978-3-319-69830-4Series ISSN 2199-0956 Series E-ISSN 2199-0964 | issn_series | 2199-0956 | copyright | Springer International Publishing AG, part of Springer Nature 2018 |
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