Classification of Reading and Not Reading Behavior Based on Eye Movement Analysis

Language	English
Type	Proceedings of International Conferences
Authors	Manuel Landsmann, Olivier Augereau, Koichi Kise
Title	Classification of Reading and Not Reading Behavior Based on Eye Movement Analysis
Journal	Proceedings of the 2019 ACM International Joint Conference and 2019 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers
Number of pages	4
Location	UbiComp2019
Reviewed	Reviewed
Presentation type	Poster
Date	September 2019
Research fields	Learning Analytics
DOI	10.1145/3341162.3343811
URL	https://doi.org/10.1145/3341162.3343811
Key	`Landsmann2019_ACM` (id=1690)

Abstract

Nowadays, many researchers analyze reading behavior with eye trackers. Various traits of reading like engagement, or text difficulty have been observed in laboratory settings. But, their automatic application for daily life is usually prevented by one question: when is somebody reading? We have developed a tool to classify short sequences of fixations from eye gaze data into reading and not reading. Our specific use case is the Vocabulometer, a website for learning English by reading texts. We used supervised learning on data from nonnative English speakers to train decision trees for the classification. With features based on vertical eye movement, we achieved 93.1% of correct classifications.

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{authors}{authors_and}{authors_ja}{authors_ja_tight}{authors_en}{authors_en_and}{authors_tight}{first_author}{title}{title_ja}{title_en}{journal}{journal_ja}{journal_en}{book_title}{volume}{number}{series}{presen_id}{pages}{pp}{num_pages}{year}{month}{month_en}{month_short}{ym}{date}{date_ja}{date_en}{publisher}{address}{location}{review}{review_ja}{review_en}{reviewed_mark}{presen_type}{type}{type_label}{doi}{url}{key}{awards}

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@inproceedings{Landsmann2019_ACM, author = {Landsmann, Manuel and Augereau, Olivier and Kise, Koichi}, title = {Classification of Reading and Not Reading Behavior Based on Eye Movement Analysis}, booktitle = {Proceedings of the 2019 ACM International Joint Conference and 2019 International Symposium on Pervasive and Ubiquitous Computing and Wearable Computers}, year = 2019, month = sep, numpages = {4}, address = {UbiComp2019}, doi = {10.1145/3341162.3343811}, url = {https://doi.org/10.1145/3341162.3343811} }

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