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 Articles Article Faculty Publications -Articles 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 Content-Based Music Recommendation Using Non-Stationary Bayesian Reinforcement Learning Subject The topic of the resource Audio Features; Beta Sampling; Clustering; Explore-Exploit Dilemma; Independent Bandit Algorithm; Playlist Generation; Recommendation System; Thompson Sampling Description An account of the resource This paper presents a music recommendation system for the offline libraries of songs that employs the concepts of reinforcement learning to obtain satisfactory recommendations based on the various content-based parameters. In order to obtain insights about the effectiveness of the generated recommendations, parallel instances of single-play multi-arm bandit algorithms are maintained. In conjunction to this, the concepts of Bayesian learning are considered to model the user preferences by assuming the environment's reward generating process to be non-stationary and stochastic. The system is designed to be simple, easy to implement, and on-par with user satisfaction within the bounds of the input data capabilities. Copyright 2021, IGI Global. Creator An entity primarily responsible for making the resource Bharadwaj B.; Selvanambi R.; Karuppiah M.; Poonia R.C. Source A related resource from which the described resource is derived International Journal of Social Ecology and Sustainable Development, Vol-13, No. 9 Publisher An entity responsible for making the resource available IGI Global Date A point or period of time associated with an event in the lifecycle of the resource 2022-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.4018/IJSESD.292053" target="_blank" rel="noreferrer noopener">https://doi.org/10.4018/IJSESD.292053</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85146645850&amp;doi=10.4018%2FIJSESD.292053&amp;partnerID=40&amp;md5=d89dc0c1031d0b1e9bcd03fab916b848" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85146645850&amp;doi=10.4018%2fIJSESD.292053&amp;partnerID=40&amp;md5=d89dc0c1031d0b1e9bcd03fab916b848</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 19478402 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 Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Bharadwaj B., School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, India; Selvanambi R., School of Computer Science and Engineering, Vellore Institute of Technology, Vellore, India; Karuppiah M., Department of Computer Science and Engineering, SRM Institute of Science and Technology, Delhi-NCR Campus, India; Poonia R.C., Department of Computer Science, CHRIST University (Deemed), India