Advanced Learning Analytics Methods: AI, Precision and Complexity

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This repository contains the companion data for the book “Advanced Learning Analytics Methods: AI, Precision and Complexity” which will be published by Springer in 2025. A pre-print web version of the book can be seen at https://lamethods.github.io. The book aims to provide a methodological guide for researchers to become acquainted with analytical methods at the intersection between learning analytics and artificial intelligence in education.

Editors

Mohammed Saqr, University of Eastern Finland

Sonsoles López-Pernas, University of Eastern Finland

Associate Editors

Sami Heikkinen, LAB University of Applied Sciences

Rwitajit Majumdar, Kumamoto University

Ahmed Tlili, Beijing Normal University

Authors

Rémi Altamore, Université de Montpellier

Okan Bulut, University of Alberta

Daryn Dever, University of Florida

Christophe Gernigon, University of Montpellier

Jiesi Guo, Australian Catholic University

Feifei Han, Australian Catholic University

Sami Heikkinen, LAB University of Applied Sciences

Hibiki Ito, University of Helsinki

Avi Kaplan, Temple University

Halil Kayaduman, University of Eastern Finland

Tian Li, University of Queensland

Rwitajit Majumdar, Kumamoto University

Gwen Marchand, University of Nevada

Sonsoles López-Pernas, University of Eastern Finland

Kamila Misiejuk, FernUniversität in Hagen

Eduardo Oliveira, University of Melbourne

Clément Roume, Université de Haute-Alsace

Mohammed Saqr, University of Eastern Finland

Yige Song, University of Melbourne

Anne Teboul, Université de Montpellier

Santtu Tikka, University of Jyväskylä

Ahmed Tlili, Beijing Normal University

Leonie V.D.E. Vogelsmeier, Tilburg University

Tarid Wongvorachan, University of Alberta

Jinran Wu, Australian Catholic University

Reviewers

Rémi Altamore, University of Montpellier

Okan Bulut, University of Alberta

Shaun Cavestany, University of Eastern Finland

Javier Conde, Universidad Politécnica de Madrid

Tudor Cristea, Eindhoven University of Technology

Mouna Denden, Université Polytechnique Hauts-de-France

Melis Dülger, Utrecht University

Ramy Elmoazen, University of Eastern Finland

Hamza Hammami, University of Tunis El Manar

Sami Heikkinen, LAB University of Applied Sciences

Halil Kayaduman, Inonu University

Ville Kivimäki, Aalto University

Qinyi Liu, University of Bergen

Nidia Guadalupe López Flores, Reykjavik University

Sonsoles López-Pernas, University of Eastern Finland

Joonas Merikko, Annie Advisor

Kamila Misiejuk, FernUniversität in Hagen

Ramkumar Rajendran, IIT Bombay

Daevesh Singh, IIT Bombay

Jaani Väisänen, LAB University of Applied Sciences

Pavani Vemuri, KU Leuven

Esteban Villalobos, Université Toulouse III

Megan Wiedbusch, University of Central Florida

Tarid Wongvorachan, University of Alberta