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 Advances in Crime Identification: A Machine Learning Perspective Subject The topic of the resource Crime Patterns; Crime prevention; Detection; Machine Learning; Prediction Description An account of the resource Crime profoundly impacts individuals, communities, and families. Technological advancements have provided perpetrators with new opportunities for criminal activities. The primary objective of the police department is to resolve crimes, ensuring justice for the victims. Additionally, preventing such incidents is crucial for creating a safer world. The landscape of criminal justice has undergone a significant shift with the integration of machine learning techniques, unlocking unparalleled potential for accuracy and efficiency. This study thoroughly examines the concept of various applications of machine learning in crime detection, prediction, and prevention. We examine the evolution of these technologies, from early developments to state- of-the-art methodologies, conducting a thorough analysis of their strengths, limitations, and ethical considerations. Moreover, the paper sheds light on crimes discussed in academic circles, serving as a repository for scholars and researchers. This facilitates informed discussions and guides future research endeavours. 2024 IEEE. Creator An entity primarily responsible for making the resource Rachana N.; Norton Stanley S.A.; Sandeep J.; Sreeja C.S. Source A related resource from which the described resource is derived Proceedings of International Conference on Communication, Computer Sciences and Engineering, IC3SE 2024, pp. 68-74. 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/10.1109/IC3SE62002.2024.10593130" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/IC3SE62002.2024.10593130</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85200664375&amp;doi=10.1109%2FIC3SE62002.2024.10593130&amp;partnerID=40&amp;md5=c9b4945fad2f1df1827f27772496bda5" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85200664375&amp;doi=10.1109%2fIC3SE62002.2024.10593130&amp;partnerID=40&amp;md5=c9b4945fad2f1df1827f27772496bda5</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835036684-6 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 Rachana N., Christ (Deemed To Be University), Department Of Computer Science, Bangalore, India; Norton Stanley S.A., Christ (Deemed To Be University), Department Of Computer Science, Bangalore, India; Sandeep J., Christ (Deemed To Be University), Department Of Computer Science, Bangalore, India; Sreeja C.S., Christ (Deemed To Be University), Department Of Computer Science, Bangalore, India