{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2024,9,8]],"date-time":"2024-09-08T12:51:14Z","timestamp":1725799874208},"reference-count":0,"publisher":"ECMS","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2024,6,7]]},"abstract":"<jats:p>Agent-Based Models (ABMs) have been used in the field of education as a learning tool. However, the use of ABM as a tool for educational stakeholders is not well-represented, nor machine learning (ML) for ABM. Here we extend our work on a classroom ABM, by developing an ABM &amp; ML hybrid model that simulates classroom disruptive interactions during a school year, and outputs predicted learning outcomes. We use real-life data from a primary school monitoring system that contains 65,385 student records from 2,040 schools across the UK as well as simulated interaction data, to implement linear regression for predictions of math scores, and ABM interactions to update the final score, to reflect the effect of these interactions. We show that this hybrid ABM model outperforms a simple ABM model.<\/jats:p>","DOI":"10.7148\/2024-0125","type":"proceedings-article","created":{"date-parts":[[2024,7,24]],"date-time":"2024-07-24T15:54:07Z","timestamp":1721836447000},"page":"125-132","source":"Crossref","is-referenced-by-count":0,"title":["Hybrid agent-based machine learning simulation of a classroom disruption model"],"prefix":"10.7148","author":[{"given":"Khulood","family":"Alharbi","sequence":"first","affiliation":[]},{"given":"Alexandra","family":"Cristea","sequence":"additional","affiliation":[]}],"member":"4144","published-online":{"date-parts":[[2024,6,7]]},"event":{"name":"38th ECMS International Conference on Modelling and Simulation"},"container-title":["ECMS 2024 Proceedings edited by Daniel Grzonka, Natalia Rylko, Grazyna Suchacka, Vladimir Mityushev"],"original-title":[],"deposited":{"date-parts":[[2024,7,24]],"date-time":"2024-07-24T15:54:10Z","timestamp":1721836450000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.scs-europe.net\/dlib\/2024\/2024-0125.html"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,6,7]]},"references-count":0,"URL":"https:\/\/doi.org\/10.7148\/2024-0125","relation":{},"subject":[],"published":{"date-parts":[[2024,6,7]]}}}