{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,31]],"date-time":"2025-10-31T07:52:59Z","timestamp":1761897179816,"version":"3.37.3"},"reference-count":37,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2019]]},"DOI":"10.1109\/access.2019.2957236","type":"journal-article","created":{"date-parts":[[2019,12,2]],"date-time":"2019-12-02T20:21:53Z","timestamp":1575318113000},"page":"175386-175395","source":"Crossref","is-referenced-by-count":2,"title":["Predicting $Gamaka$ s\u2014The Essential Embellishments in Karnatic Music"],"prefix":"10.1109","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6355-7058","authenticated-orcid":false,"given":"M. Ragesh","family":"Rajan","sequence":"first","affiliation":[{"name":"Department of Electronics and Communication Engineering, National Institute of Technology Karnataka, Surathkal, Mangalore, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Deepu","family":"Vijayasenan","sequence":"additional","affiliation":[{"name":"Department of Electronics and Communication Engineering, National Institute of Technology Karnataka, Surathkal, Mangalore, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Ashwin","family":"Vijayakumar","sequence":"additional","affiliation":[{"name":"School of Interactive Computing, Georgia Institute of Technology, Atlanta, GA, USA"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"journal-title":"Data Mining and Predictive Analytics","year":"2015","author":"larose","key":"ref33"},{"journal-title":"Sangita Samprad?ya Pradarsini English Web Version","year":"2008","author":"dikshitar","key":"ref32"},{"key":"ref31","first-page":"2042","article-title":"Prediction of aesthetic elements in Karnatic Music: A machine learning approach","author":"rajan","year":"2018","journal-title":"Proc Conf Int Speech Commun Assoc (INTERSPEECH)"},{"article-title":"Computational modelling of expressive music performance in jazz guitar: A machine learning approach","year":"2016","author":"m\u00e9ndez","key":"ref30"},{"key":"ref37","first-page":"37","article-title":"Evaluation: From precision, recall and F-measure to ROC, informedness, markedness and correlation","volume":"2","author":"powers","year":"2011","journal-title":"J Mach Learn Technol"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1162\/089976698300017197"},{"journal-title":"Pattern Classification","year":"2012","author":"duda","key":"ref35"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1023\/A:1010933404324"},{"key":"ref10","first-page":"1","article-title":"Objective assessment of ornamentation in Indian classical singing","author":"gupta","year":"2011","journal-title":"Speech Sound and Music Processing Embracing Research in India"},{"journal-title":"Pratyush","article-title":"Analysis and classification of ornaments in North Indian (Hindustani) Classical Music","year":"2010","key":"ref11"},{"key":"ref12","first-page":"239","article-title":"Automatically identifying vocal expressions for music transcription","author":"miryala","year":"2013","journal-title":"Proc ISMIR"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-07353-8_17"},{"article-title":"Automatic music generation for Indian classical music","year":"2010","author":"mohapatra","key":"ref14"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1080\/09298210802535010"},{"key":"ref16","first-page":"59","article-title":"Finite state models for generation of Hindustani classical music","author":"das","year":"2005","journal-title":"Proc Int Symp Frontiers Res Speech and Music"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1049\/cp.2009.1710"},{"key":"ref18","first-page":"1","article-title":"R?ga identification by using swara intonation","volume":"23","author":"belle","year":"2009","journal-title":"Journal of ITC Sangeet Research Academy"},{"key":"ref19","first-page":"243","article-title":"A statistical analysis of Gamakas in Carnatic Music","author":"viraraghavan","year":"2017","journal-title":"Proc 19th ISMIR Conf"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2016.01965"},{"key":"ref4","volume":"3","author":"sambamoorthy","year":"1964","journal-title":"South Indian Music"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1080\/17459737.2016.1207814"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.2307\/833817"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.2307\/834112"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1016\/B978-1-55860-377-6.50023-2"},{"article-title":"Modelling gamakas of carnatic music as a synthesizer for sparse prescriptive notation","year":"2013","author":"subramanian","key":"ref5"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/IC3.2015.7346662"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.2307\/767877"},{"key":"ref2","first-page":"iii-389","article-title":"Application of pitch tracking to South Indian Classical music","volume":"3","author":"krishnaswamy","year":"2003","journal-title":"Proc IEEE Int Conf Multimedia Expo (ICME)"},{"key":"ref9","first-page":"388","article-title":"Detection of micro-tonal ornamentations in dhrupad using a dynamic programming approach","author":"narayan","year":"2014","journal-title":"Proc 9th Conf Interdiscipl Musicol (CIM)"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1186\/s13636-016-0083-z"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1080\/09298215.2013.873470"},{"key":"ref22","first-page":"605","article-title":"Data-driven exploration of melodic structure in hindustani music","author":"ganguli","year":"2016","journal-title":"Proc of the Int Soc for Music Inf Retr Conf (ISMIR)"},{"key":"ref21","first-page":"66","article-title":"Phrase-based r?ga recognition using vector space modeling","author":"gulati","year":"2016","journal-title":"Proc IEEE Int Conf Acoust Speech Signal Process (ICASSP)"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/NGCT.2015.7375216"},{"key":"ref23","first-page":"286","article-title":"Discovering r?ga motifs by characterizing communities in networks of melodic patterns","author":"gulati","year":"2016","journal-title":"Proc IEEE Int Conf Acoust Speech Signal Process (ICASSP)"},{"key":"ref26","first-page":"1","article-title":"Automatic Detection of Ornamentation in Flamenco","author":"g\u00f3mez","year":"2011","journal-title":"Proc International Workshop on Machine Learning and Music (MML)"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ICCCT2.2015.7292713"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/8600701\/08918422.pdf?arnumber=8918422","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,9,8]],"date-time":"2022-09-08T20:05:50Z","timestamp":1662667550000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8918422\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"references-count":37,"URL":"https:\/\/doi.org\/10.1109\/access.2019.2957236","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2019]]}}}