{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T23:38:25Z","timestamp":1761176305911,"version":"build-2065373602"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686318","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,10,21]],"date-time":"2025-10-21T00:00:00Z","timestamp":1761004800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,10,21]]},"abstract":"<jats:p>Effective decision-making often relies on timely insights from complex visual data. While Information Visualization (InfoVis) dashboards can support this process, they rarely adapt to users\u2019 cognitive state, and less so in real time. We present SYMBIOTIK, an intelligent, context-aware adaptive visualization system that leverages neurophysiological signals to estimate mental workload (MWL) and dynamically adapt visual dashboards using reinforcement learning (RL). Through a user study with 120 participants and three visualization types, we demonstrate that our approach improves task performance and engagement. SYMBIOTIK offers a scalable, real-time adaptation architecture, and a validated methodology for neuroadaptive user interfaces.<\/jats:p>","DOI":"10.3233\/faia251433","type":"book-chapter","created":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T10:02:29Z","timestamp":1761127349000},"source":"Crossref","is-referenced-by-count":0,"title":["Context-Aware Adaptive Visualizations for Critical Decision Making"],"prefix":"10.3233","author":[{"given":"Angela","family":"Lopez-Cardona","sequence":"first","affiliation":[{"name":"Telef\u00f3nica Scientific Research, Spain"}]},{"given":"Mireia","family":"Masias Bruns","sequence":"additional","affiliation":[{"name":"Telef\u00f3nica Scientific Research, Spain"}]},{"given":"Nuwan T.","family":"Attygalle","sequence":"additional","affiliation":[{"name":"Universit\u00e9 catholique de Louvain, Belgium"}]},{"given":"Sebastian","family":"Idesis","sequence":"additional","affiliation":[{"name":"Telef\u00f3nica Scientific Research, Spain"}]},{"given":"Matteo","family":"Salvatori","sequence":"additional","affiliation":[{"name":"Telef\u00f3nica Scientific Research, Spain"}]},{"given":"Konstantinos","family":"Raftopoulos","sequence":"additional","affiliation":[{"name":"AEGIS IT Research GmbH, Germany"}]},{"given":"Konstantinos","family":"Oikonomou","sequence":"additional","affiliation":[{"name":"AEGIS IT Research GmbH, Germany"}]},{"given":"Saravanakumar","family":"Duraisamy","sequence":"additional","affiliation":[{"name":"University of Luxembourg, Luxembourg"}]},{"given":"Parvin","family":"Emami","sequence":"additional","affiliation":[{"name":"University of Luxembourg, Luxembourg"}]},{"given":"Nacera","family":"Latreche","sequence":"additional","affiliation":[{"name":"Universit\u00e9 catholique de Louvain, Belgium"}]},{"given":"Alaa Eddine Anis","family":"Sahraoui","sequence":"additional","affiliation":[{"name":"Universit\u00e9 catholique de Louvain, Belgium"}]},{"given":"Michalis","family":"Vakalellis","sequence":"additional","affiliation":[{"name":"AEGIS IT Research GmbH, Germany"}]},{"given":"Jean","family":"Vanderdonckt","sequence":"additional","affiliation":[{"name":"Universit\u00e9 catholique de Louvain, Belgium"}]},{"given":"Ioannis","family":"Arapakis","sequence":"additional","affiliation":[{"name":"Telef\u00f3nica Scientific Research, Spain"}]},{"given":"Luis A.","family":"Leiva","sequence":"additional","affiliation":[{"name":"University of Luxembourg, Luxembourg"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","ECAI 2025"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA251433","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,10,22]],"date-time":"2025-10-22T10:02:30Z","timestamp":1761127350000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA251433"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,10,21]]},"ISBN":["9781643686318"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia251433","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"value":"0922-6389","type":"print"},{"value":"1879-8314","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,10,21]]}}}