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 Machine Learning Approaches for Suicidal Ideation Detection on Social Media Subject The topic of the resource Deep learning; Detection; Early intervention; Machine learning; Mental health; Natural language processing; Online posts; Public health; Sentiment analysis; Social media; Suicidal ideation Description An account of the resource Social media suicidal ideation has become a serious public health issue that requires creative solutions for early diagnosis and management. An extensive investigation of machine-learning techniques for the automated detection of suicidal thoughts in internet postings is presented in this research. We start off by talking about the concerning increase in information on social media about mental health issues and the pressing need to create efficient monitoring mechanisms. The research explores the several methods used to identify the subtleties of suicidal thought conveyed in text, photographs, and audio-visual information. These methods include sentiment analysis, natural language processing, and deep learning models. We look at the problems with unbalanced data, privacy issues, and the moral ramifications of keeping an eye on user-generated material. We also go over the research's practical ramifications, such as the creation of instruments for real-time monitoring and crisis response techniques. Through comprehensive experiments and benchmarking, we demonstrate the potential of machine learning in providing timely support for those in need, thereby reducing the impact of suicidal ideation on society. 2023 IEEE. Creator An entity primarily responsible for making the resource Nandhini B.; Jayanthi; Shrinivas K.; Vinod P. Source A related resource from which the described resource is derived 2023 4th International Conference on Computation, Automation and Knowledge Management, ICCAKM 2023 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 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICCAKM58659.2023.10449591" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICCAKM58659.2023.10449591</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85187553243&amp;doi=10.1109%2FICCAKM58659.2023.10449591&amp;partnerID=40&amp;md5=ac44114be6969b96fb6c6c9ddb21f6b4" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85187553243&amp;doi=10.1109%2fICCAKM58659.2023.10449591&amp;partnerID=40&amp;md5=ac44114be6969b96fb6c6c9ddb21f6b4</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835039324-8 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 Nandhini B., School of Management Studies, Bannari Amman Institute of Technology, Sathyamangalam, India; Jayanthi, Hindusthan College of Engineering and Technology, Department of Management Sciences, Coimbatore, India; Shrinivas K., School of Business and Management, Christ (Deemed to Be University), Bangalore, India; Vinod P., School of Business and Management, Christ (Deemed to Be University), Bangalore, India