Proceedings of the Fourth International Conference on Learning Analytics and Knowledge 2014
DOI: 10.1145/2567574.2567624
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Toward unobtrusive measurement of reading comprehension using low-cost EEG

Abstract: Assessment of reading comprehension can be costly and obtrusive. In this paper, we use inexpensive EEG to detect reading comprehension of readers in a school environment. We use EEG signals to produce above-chance predictors of student performance on end-of-sentence cloze questions. We also attempt (unsuccessfully) to distinguish among student mental states evoked by distracters that violate either syntactic, semantic, or contextual constraints. In total, this work investigates the practicality of classroom us… Show more

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Cited by 13 publications
(4 citation statements)
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“…Electroencephalograms (EEG) have been shown to reflect workload levels and sustained attention during training and learning. However, a limited number of studies have examined their performance in operational settings (Bernhardt et al, 2019;Mathan & Yeung, 2015;Mills et al, 2017;Yuan et al, 2014).…”
Section: Collegiate Aviation Review Internationalmentioning
confidence: 99%
“…Electroencephalograms (EEG) have been shown to reflect workload levels and sustained attention during training and learning. However, a limited number of studies have examined their performance in operational settings (Bernhardt et al, 2019;Mathan & Yeung, 2015;Mills et al, 2017;Yuan et al, 2014).…”
Section: Collegiate Aviation Review Internationalmentioning
confidence: 99%
“…Tactile tasks’ physical movements result in sense of touch, such as mouse clicks, keyboard strokes, and carrying a backpack (e.g., Hsiao et al, 2015 ; Lee and Nicholls, 1999 ). Cognitive tasks use the brain to process new information, as well as recall or retrieve information from memory (e.g., Kunze et al, 2013a ; Yuan et al, 2014 ; Salehzadeh et al, 2020 ). Visual task examples include identifying different objects, and reading (e.g., Bulling et al, 2010 ; Ishimaru et al, 2017 ; Srivastava et al, 2018 ).…”
Section: Introductionmentioning
confidence: 99%
“…However, most current research involving emerging neurophysiological technology in classroom settings do not engage students directly with topics related to neuroscience. Instead, neurophysiological data is often collected from students to augment learning experiences (Antle et al 2015;Huang et al 2014a;Szafir and Mutlu 2012) or measure performance (Yuan et al 2014). While this approach is useful, there is a critical gap in the knowledge base regarding approaches that teach students new forms of digital literacies involving neurophysiological technology.…”
Section: Introductionmentioning
confidence: 99%