{"id":45048,"date":"2025-08-11T08:19:39","date_gmt":"2025-08-11T08:19:39","guid":{"rendered":"https:\/\/www.writemyessays.app\/blog\/questions\/data-driven-prediction-of-harsh-driving-events-in-urban-mobility-an-interpretable-ensemble-approach\/"},"modified":"2025-08-11T08:19:39","modified_gmt":"2025-08-11T08:19:39","slug":"data-driven-prediction-of-harsh-driving-events-in-urban-mobility-an-interpretable-ensemble-approach","status":"publish","type":"questions","link":"https:\/\/www.writemyessays.app\/blog\/questions\/data-driven-prediction-of-harsh-driving-events-in-urban-mobility-an-interpretable-ensemble-approach\/","title":{"rendered":"Data-driven prediction of harsh driving events in urban mobility: an interpretable ensemble approach"},"content":{"rendered":"<p>I am pursuing a master&#8217;s degree at Erasmus University Rotterdam (Data Science &amp; Marketing Analytics).<\/p>\n<p>Timeline: I would like the research proposal to be ready by 2 September.<\/p>\n<p>I would like your help in writing the research proposal and, subsequently, the thesis<\/p>\n<p>I will implement the data analysis and the code myself; the thesis will be in APA style, approximately 50 pages.<\/p>\n<p>There is a repository with samples of the same program for reference. I am doing an internship at Bridgestone and will use corporate telematics data. At a high level, the analysis is based on GPS traces and driving events (speed, direction, speed limits, road type, consumption, etc.). The goal is a quantitative predictive classification of \u201charsh events\u201d (e.g. sudden braking\/turning). I will start with Logistic Regression (baseline) and compare with Random Forest and XGBoost, evaluating performance and interpretability of features.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>I am pursuing a master&#8217;s degree at Erasmus University Rotterdam (Data Science &amp; Marketing Analytics). Timeline: I would like the research proposal to be ready by 2 September. I would like your help in writing the research proposal and, subsequently, the thesis I will implement the data analysis and the code myself; the thesis will [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":[],"disciplines":[65],"paper_types":[],"tagged":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/45048"}],"collection":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions"}],"about":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/types\/questions"}],"author":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/comments?post=45048"}],"version-history":[{"count":0,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/questions\/45048\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/media?parent=45048"}],"wp:term":[{"taxonomy":"disciplines","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/disciplines?post=45048"},{"taxonomy":"paper_types","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/paper_types?post=45048"},{"taxonomy":"tagged","embeddable":true,"href":"https:\/\/www.writemyessays.app\/blog\/wp-json\/wp\/v2\/tagged?post=45048"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}