Applying Machine Learning to Gaze Data in Software Development: a Mapping Study

Author:

Kuang Peng1ORCID,Söderberg Emma1ORCID,Niehorster Diederick C.2ORCID,Höst Martin1ORCID

Affiliation:

1. Computer Science, Lund University, Sweden

2. Humanities Lab, Department of Psychology, Lund University, Sweden

Funder

Swedish Foundation for Strategic Research

Swedish Research Council

Publisher

ACM

Reference29 articles.

1. Amine Abbad-Andaloussi , Thierry Sorg , and Barbara Weber . 2022 . Estimating developers’ cognitive load at a fine-grained level using eye-tracking measures . In Proceedings of the 30th IEEE/ACM International Conference on Program Comprehension. 111–121 . Amine Abbad-Andaloussi, Thierry Sorg, and Barbara Weber. 2022. Estimating developers’ cognitive load at a fine-grained level using eye-tracking measures. In Proceedings of the 30th IEEE/ACM International Conference on Program Comprehension. 111–121.

2. Zubair Ahsan and Unaizah Obaidellah . 2020 . Predicting expertise among novice programmers with prior knowledge on programming tasks . In 2020 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC). IEEE, 1008–1016 . Zubair Ahsan and Unaizah Obaidellah. 2020. Predicting expertise among novice programmers with prior knowledge on programming tasks. In 2020 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference (APSIPA ASC). IEEE, 1008–1016.

3. Naser Al Madi , Drew Guarnera , Bonita Sharif , and Jonathan Maletic . 2021 . EMIP Toolkit: A Python Library for Customized Post-processing of the Eye Movements in Programming Dataset. In ACM Symposium on Eye Tracking Research and Applications. 1–6. Naser Al Madi, Drew Guarnera, Bonita Sharif, and Jonathan Maletic. 2021. EMIP Toolkit: A Python Library for Customized Post-processing of the Eye Movements in Programming Dataset. In ACM Symposium on Eye Tracking Research and Applications. 1–6.

4. Roman Bednarik , Teresa Busjahn , Agostino Gibaldi , Alireza Ahadi , Maria Bielikova , Martha Crosby , Kai Essig , Fabian Fagerholm , Ahmad Jbara , Raymond Lister , Pavel Orlov , James Paterson , Bonita Sharif , Teemu Sirkiä , Jan Stelovsky , Jozef Tvarozek , Hana Vrzakova , and Ian van der Linde . 2020 . EMIP: The eye movements in programming dataset. Science of Computer Programming 198 (08 2020), 102520. https://doi.org/10.1016/j.scico.2020.102520 10.1016/j.scico.2020.102520 Roman Bednarik, Teresa Busjahn, Agostino Gibaldi, Alireza Ahadi, Maria Bielikova, Martha Crosby, Kai Essig, Fabian Fagerholm, Ahmad Jbara, Raymond Lister, Pavel Orlov, James Paterson, Bonita Sharif, Teemu Sirkiä, Jan Stelovsky, Jozef Tvarozek, Hana Vrzakova, and Ian van der Linde. 2020. EMIP: The eye movements in programming dataset. Science of Computer Programming 198 (08 2020), 102520. https://doi.org/10.1016/j.scico.2020.102520

5. Christopher  M Bishop and Nasser  M Nasrabadi . 2006. Pattern recognition and machine learning. Vol. 4 . Springer . Christopher M Bishop and Nasser M Nasrabadi. 2006. Pattern recognition and machine learning. Vol. 4. Springer.

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