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혼합효과모형(Mixed-Effects Model)을 이용한 실험언어학 데이터 분석 방법 고찰: 자기조절읽기 실험 데이터를 중심으로open accessHow to analyze experimental linguistic data using a mixed-effects model in R: Focusing on data from a self-paced reading experiment.

Other Titles
How to analyze experimental linguistic data using a mixed-effects model in R: Focusing on data from a self-paced reading experiment.
Authors
신정아
Issue Date
Mar-2019
Publisher
한국영어학회
Keywords
mixed-effects model; linear mixed model; logistic mixed model; experimental linguistics; psycholinguistics; self-paced reading; reading time; RT data; accuracy
Citation
영어학, v.19, no.1, pp 76 - 94
Pages
19
Indexed
SCOPUS
KCI
Journal Title
영어학
Volume
19
Number
1
Start Page
76
End Page
94
URI
https://scholarworks.dongguk.edu/handle/sw.dongguk/8314
DOI
10.15738/kjell.19.1.201903.76
ISSN
1598-1398
2586-7474
Abstract
This study examined a practical use of mixed-effects models in R, analyzing accuracy and reading time data from a self-paced reading experiment. It discussed the applications of logistic mixed-effects model for binary data (e.g., accuracy data) and the use of a mixed-effects model for reading time (RT) data, effectively removing outliers within the data set. A sample for mixed-effects model analyses was collected from a previously conducted self-paced reading experiment, involving English reduced relative clauses for 30 advanced and intermediate second language learners. Rationales and guidelines toward selecting the most appropriate mixed-effects model and checking model assumptions were also discussed.
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