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MERGE App: A Prototype Software for Multi-User Emotion-Aware Music Management

2024-11-17Conference object Open access
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dc.contributor.authorLouro, Pedro
dc.contributor.authorBranco, Guilherme
dc.contributor.authorRedinho, Hugo
dc.contributor.authorSantos, Ricardo Correia Nascimento Dos
dc.contributor.authorMalheiro, Ricardo
dc.contributor.authorPanda, Renato
dc.contributor.authorPaiva, Rui Pedro
dc.date.accessioned2024-11-27T11:37:26Z
dc.date.available2024-11-27T11:37:26Z
dc.date.issued2024-11-17
dc.date.updated2024-11-27T11:28:26Z
dc.description.abstractWe present a prototype software for multi-user music library management using the perceived emotional content of songs. The tool offers music playback features, song filtering by metadata, and automatic emotion prediction based on arousal and valence, with the possibility of personalizing the predictions by allowing each user to edit these values based on their own emotion assessment. This is an important feature for handling both classification errors and subjectivity issues, which are inherent aspects of emotion perception. A path-based playlist generation function is also implemented. A multi-modal audio-lyrics regression methodology is proposed for emotion prediction, with accompanying validation experiments on the MERGE dataset. The results obtained are promising, showing higher overall performance on train-validate-test splits (73.20% F1-score with the best dataset/split combination).pt_PT
dc.description.sponsorshipThis work is funded by FCT - Foundation for Science and Technology, I.P., within the scope of the projects: MERGE - DOI: 10.54499/PTDC/CCICOM/3171/2021 financed with national funds (PIDDAC) via the Portuguese State Budget; and project CISUC - UID/CEC/00326/2020 with funds from the European Social Fund, through the Regional Operational Program Centro 2020. Renato Panda was supported by Ci2 - FCT UIDP/05567/2020. We thank all reviewers for their valuable suggestions, which help to improve the article.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.doi10.5220/0013067800003838pt_PT
dc.identifier.isbn978-989-758-716-0
dc.identifier.issn2184-3228
dc.identifier.slugcv-prod-4217646
dc.identifier.urihttp://hdl.handle.net/10400.26/52922
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.publisherSCITEPRESS - Science and Technology Publicationspt_PT
dc.relationUID/CEC/00326/2020pt_PT
dc.relationMusic Emotion Recognition - Next Generation
dc.relation.publisherversionhttps://www.scitepress.org/PublicationsDetail.aspx?ID=FwpEULZCBIY=&t=1pt_PT
dc.rights.urihttp://creativecommons.org/licenses/by-nc-nd/4.0/pt_PT
dc.subjectMusic Emotion Recognitionpt_PT
dc.subjectMachine Learningpt_PT
dc.subjectDeep Learningpt_PT
dc.subjectSoftwarept_PT
dc.subjectMusic Information Retrievalpt_PT
dc.titleMERGE App: A Prototype Software for Multi-User Emotion-Aware Music Managementpt_PT
dc.typeconference object
dspace.entity.typePublication
oaire.awardTitleMusic Emotion Recognition - Next Generation
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/3599-PPCDT/PTDC%2FCCI-COM%2F3171%2F2021/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/Concurso de avaliação no âmbito do Programa Plurianual de Financiamento de Unidades de I&D (2017%2F2018) - Financiamento Programático/UIDP%2F05567%2F2020/PT
oaire.citation.conferencePlacePorto, Portugalpt_PT
oaire.citation.endPage166pt_PT
oaire.citation.startPage159pt_PT
oaire.citation.title16th International Conference on Knowledge Discovery and Information Retrieval (KDIR), part of the 16th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management (IC3K)pt_PT
oaire.fundingStream3599-PPCDT
oaire.fundingStreamConcurso de avaliação no âmbito do Programa Plurianual de Financiamento de Unidades de I&D (2017/2018) - Financiamento Programático
person.familyNameLima Louro
person.familyNameMenezes Garrido Branco
person.familyNameRedinho
person.familyNameSantos
person.familyNameMalheiro
person.familyNamePanda
person.familyNamePinto de Carvalho e Paiva
person.givenNamePedro Miguel
person.givenNameGuilherme
person.givenNameHugo
person.givenNameRicardo
person.givenNameRicardo
person.givenNameRenato
person.givenNameRui Pedro
person.identifierWT5afVUAAAAJ
person.identifier.ciencia-idC315-8AA7-2C25
person.identifier.ciencia-id2919-7B95-2B49
person.identifier.ciencia-id4517-42EE-8B4D
person.identifier.ciencia-idE810-9972-C731
person.identifier.ciencia-idB81A-CB99-A4DF
person.identifier.ciencia-id661A-31CC-8D19
person.identifier.ciencia-idAA16-002F-5AE3
person.identifier.orcid0000-0003-3201-6990
person.identifier.orcid0000-0003-4073-1716
person.identifier.orcid0009-0004-1547-2251
person.identifier.orcid0000-0001-5663-7228
person.identifier.orcid0000-0002-3010-2732
person.identifier.orcid0000-0003-2539-5590
person.identifier.orcid0000-0003-3215-3960
person.identifier.ridL-9369-2017
person.identifier.scopus-author-id55354413900
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.cv.cienciaid661A-31CC-8D19 | Renato Eduardo Silva Panda
rcaap.rightsopenAccesspt_PT
rcaap.typeconferenceObjectpt_PT
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