Tell Me What You See, I Will Tell You What You Remember
Abstract
Recommender systems usually rely on users’ preferences. Nevertheless, there are many situations, such as in intelligent tutoring systems, where recommendations of pedagogical resources should rather be based on their memory.
So as to infer in real time and with low involvement what has been memorized by users, we propose in this paper to
establish a link between gaze features and visual memory. We designed a user experiment where 24 subjects had to
remember 72 images. In the meantime, we collected 18,643 fixation points. Among other metrics, our results show a
strong correlation between the relative path angles and the memorized items. It is thus possible to predict the users’
memory status by analyzing their gaze data while interacting with the system, so as to provide recommendations that
fits their learning curve.
Origin : Files produced by the author(s)
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