Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Regression Analysis using Machine Learning Algorithms to Predict CO2 Emissions Subject The topic of the resource CO₂; Emission Control; k-NN; Machine Learning; Random Forest Description An account of the resource Precise measurement of fuel consumption and emissions plays an important role in evaluating the environmental effects of materials and stringent emission control methods, especially within the transportation sector. This sector represents a substantial contributor to both global greenhouse gas emissions and the release of hazardous pollutants, making accurate assessment imperative for addressing climate change. The primary objective is to construct accurate predictive models that estimate CO2 emissions based on vehicle attributes, fostering a deeper understanding of the environmental impact of vehicular activities. Leveraging the 'CO2 Emissions-Canada.csv' dataset, the paper embarks on an extensive journey of data preprocessing, exploratory data analysis, and model training. These algorithms are meticulously fine-tuned and evaluated through metrics such as R-squared and mean absolute percentage error, rendering insights into their predictive accuracies. In essence, this paper pioneers a pathway towards environmentally responsible mobility solutions, capitalizing on the fusion of data science and environmental conservation. 2024 Bharati Vidyapeeth, New Delhi. Creator An entity primarily responsible for making the resource Joshy L.A.; Sambandam R.K.; Vetriveeran D.; Jenefa J. Source A related resource from which the described resource is derived Proceedings of the 18th INDIAcom; 2024 11th International Conference on Computing for Sustainable Global Development, INDIACom 2024, pp. 444-448. Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.23919/INDIACom61295.2024.10499094" target="_blank" rel="noreferrer noopener">https://doi.org/10.23919/INDIACom61295.2024.10499094</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191702353&amp;doi=10.23919%2FINDIACom61295.2024.10499094&amp;partnerID=40&amp;md5=bacd6bf5840d79f1af6ede42644a316b" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85191702353&amp;doi=10.23919%2fINDIACom61295.2024.10499094&amp;partnerID=40&amp;md5=bacd6bf5840d79f1af6ede42644a316b</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-938054451-9 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Joshy L.A., Christ (Deemed to Be University), Dept. of Cse, Kengeri Campus, Bengaluru, India; Sambandam R.K., Christ (Deemed to Be University), Dept. of Cse, Kengeri Campus, Bengaluru, India; Vetriveeran D., Christ (Deemed to Be University), Dept. of Cse, Kengeri Campus, Bengaluru, India; Jenefa J., Christ (Deemed to Be University), Dept. of Cse, Kengeri Campus, Bengaluru, India