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{ "pk": 28207, "title": "Predicting Cognitive Difficulty of the Deductive Mastermind Game with Dynamic Epistemic Logic Models", "subtitle": null, "abstract": "Deductive Mastermind is a deductive reasoning game that isimplemented in the online educational game system Math Gar-den. A good understanding of the difficulty of Deductive Mas-termind game instances is essential for optimizing the learningexperience of players. The available empirical difficulty rat-ings, based on speed and accuracy, provide robust estimationsbut do not explain why certain game instances are easy or hard.In previous work a logic-based model was proposed that suc-cessfully predicted these difficulty ratings. We add to this workby providing a model based on a different logical principle—that of eliminating hypotheses (dynamic epistemic logic) in-stead of reasoning by cases (analytical tableaux system)—thatcan predict the empirical difficulty ratings equally well. Weshow that the informational content of the different feedbacksgiven in game instances is a core predictor for cognitive dif-ficulty ratings and that this is irrespective of the specific logicused to formalize the game.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "deductive reasoning; mastermind; educationalgame; cognitive difficulty; logical analysis; computationalmodeling; dynamic epistemic logic" } ], "section": "Publication-based-Talks", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/93k0k49d", "frozenauthors": [ { "first_name": "Bonan", "middle_name": "", "last_name": "Zhao", "name_suffix": "", "institution": "University of Amsterdam", "department": "" }, { "first_name": "Iris", "middle_name": "", "last_name": "van de Pol", "name_suffix": "", "institution": "University of Amsterdam", "department": "" }, { "first_name": "Maartje", "middle_name": "", "last_name": "Raijmakers", "name_suffix": "", "institution": "University of Amsterdam", "department": "" }, { "first_name": "Jakub", "middle_name": "", "last_name": "Szymanik", "name_suffix": "", "institution": "University of Amsterdam", "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/28207/galley/17866/download/" } ] }