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{ "pk": 30095, "title": "Exploring Dynamic Decision Making Strategies withRecurrence Quantification Analysis", "subtitle": null, "abstract": "Aggregate statistics, such as percentage of choices, drive manyinsights about sequential behavior in decision making re-search. However, aggregation leaves usable information andpotential insights unexamined. Here, we introduce the useof recurrence plots (RP) and recurrence quantification anal-ysis (RQA) to explore individual choice sequences and de-termine generalized patterns of decision making strategies ina dynamic decision task. We illustrate the insights that RPsand RQAs reveal in a data set collected in a past study in-volving a dynamic, binary choice task (McCormick et al., inpreparation). Patterns of recurrence reveal multiple, distin-guishable, individual choice patterns among participants whowere equally successful in adapting to the dynamic environ-ment. We discuss how RQA of choice behavior can augmentour understanding of decision strategies when paired with tra-ditional aggregate assessments.", "language": "eng", "license": { "name": "", "short_name": "", "text": null, "url": "" }, "keywords": [ { "word": "Dynamic decision making; Recurrence quantifi-cation analysis; Choice sequences; Decision strategies; Visualanalytics" } ], "section": "Poster Session 3", "is_remote": true, "remote_url": "https://escholarship.org/uc/item/6fj218hh", "frozenauthors": [ { "first_name": "Erin", "middle_name": "N.", "last_name": "McCormick", "name_suffix": "", "institution": "Carnegie Mellon University", "department": "" }, { "first_name": "Leslie", "middle_name": "M.", "last_name": "Blaha", "name_suffix": "", "institution": "Air Force Research Laboratory", "department": "" }, { "first_name": "Cleotilde", "middle_name": "", "last_name": "Gonzalez", "name_suffix": "", "institution": "Carnegie Mellon University", "department": "" } ], "date_submitted": null, "date_accepted": null, "date_published": "2020-01-01T13:00:00-05:00", "render_galley": null, "galleys": [ { "label": "PDF", "type": "pdf", "path": "https://journalpub.escholarship.org/cognitivesciencesociety/article/30095/galley/19949/download/" } ] }