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Data Visualization and Analysis in Second Language Research

Guilherme D. Garcia

202131 citationsDOI

Abstract

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.

Topics & Concepts

Computer scienceVisualizationData scienceField (mathematics)SoftwareArtificial intelligenceNatural language processingProgramming languageMathematicsPure mathematicsNatural Language Processing TechniquesSpeech and dialogue systems