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{ "pk": 27813, "title": "A Hidden Markov Model for Analyzing Eye-Tracking of Moving Object", "subtitle": null, "abstract": "Eye-tracking provides an opportunity to generate and analyzehigh-density data relevant to understanding cognition. How-ever, while objects in the real world are often dynamic, eye-tracking paradigms are typically limited to assessing gaze to-ward static objects. In this study, we propose a generativeframework, based on a hidden Markov model, for using eye-tracking data to analyze behavior in the context of multiplemoving objects of interest. We apply this framework to ana-lyze data from a recent visual object tracking task paradigm,TrackIt, for studying selective sustained attention in children.We also present a novel ‘supervised’ variant of TrackIt that weuse to tune and validate our model, while providing insightsinto the visual object tracking abilities of children and adults", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "eye-tracking" }, { "word": "Visual object tracking" }, { "word": "hidden Markov model" }, { "word": "TrackIt" }, { "word": "Selective sustained attention" } ], "section": "Publication-based-Talks", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/92r3s94h", "frozenauthors": [ { "first_name": "Jaeah", "middle_name": "", "last_name": "Kim", "name_suffix": "", "institution": "Carnegie Mellon", "department": "" }, { "first_name": "Shashank", "middle_name": "", "last_name": "Singh", "name_suffix": "", "institution": "Carnegie Mellon", "department": "" }, { "first_name": "Anna", "middle_name": "Vande", "last_name": "Velde", "name_suffix": "", "institution": "Carnegie Mellon", "department": "" }, { "first_name": "Erik", "middle_name": "D", "last_name": "Thiessen", "name_suffix": "", "institution": "Carnegie Mellon", "department": "" }, { "first_name": "Anna", "middle_name": "V", "last_name": "Fisher", "name_suffix": "", "institution": "Carnegie Mellon", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2018-01-01T18:00:00Z", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/27813/galley/17452/download/" } ] }