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Data visualization and analysis in second language research
Record Type:
Language materials, printed : Monograph/item
Title/Author:
Data visualization and analysis in second language research/ Guilherme D. Garcia.
Author:
Garcia, Guilherme D.
Published:
New York, NY :Routledge, : 2021.,
Description:
1 online resource (xxii, 262 p.) :ill. :
Subject:
Second language acquisition - Research -
Online resource:
https://www.taylorfrancis.com/books/9781003032243
ISBN:
9781003032243
Data visualization and analysis in second language research
Garcia, Guilherme D.
Data visualization and analysis in second language research
[electronic resource] /Guilherme D. Garcia. - New York, NY :Routledge,2021. - 1 online resource (xxii, 262 p.) :ill. - Second language acquisition research series. - Second language acquisition research (Routledge (Firm)).
Includes bibliographical references (pages 257-260) and indexes.
Part I: Getting ready. Introduction -- R basics -- Part II: Visualizing the data. Continuous data -- Categorical data -- Aesthetics: optimizing your figures -- Part III: Analyzing the data. Linear regression -- Logistic regression -- Ordinal regression -- Hierarchical models -- Going Bayesian -- Final remarks.
"This introduction to visualization techniques and statistical models for second language research focuses on three types of data (continuous, binary, and scalar), helping readers to understand regression models fully and to apply them in their work. Garcia offers advanced coverage of Bayesian analysis, simulated data, exercises, implementable script code, and practical guidance on the latest R software packages. The book, also demonstrating the benefits to the L2 field of this type of statistical work, is a resource for graduate students and researchers in second language acquisition, applied linguistics, and corpus linguistics who are interested in quantitative data analysis."--Provided by publisher.
ISBN: 9781003032243Subjects--Topical Terms:
775405
Second language acquisition
--ResearchIndex Terms--Genre/Form:
554714
Electronic books.
LC Class. No.: P118.2 / .G367 2021eb
Dewey Class. No.: 401/.93072
Data visualization and analysis in second language research
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Part I: Getting ready. Introduction -- R basics -- Part II: Visualizing the data. Continuous data -- Categorical data -- Aesthetics: optimizing your figures -- Part III: Analyzing the data. Linear regression -- Logistic regression -- Ordinal regression -- Hierarchical models -- Going Bayesian -- Final remarks.
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https://www.taylorfrancis.com/books/9781003032243
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