Web interface for exploration of latent and tag spaces in music auto-tagging

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dc.contributor.authorTovstogan, Philip
dc.contributor.authorSerra, Xavier
dc.contributor.authorBogdanov, Dmitry
dc.date.accessioned2020-07-24T08:15:18Z
dc.date.available2020-07-24T08:15:18Z
dc.date.issued2020
dc.descriptionPresentat a Machine Learning for Media Discovery Workshop, celebrat dins The 37th International Conference on Machine Learningca
dc.description.abstractWe present an online graphical web interface for the exploration and evaluation of embedding and tag spaces of music auto-tagging systems. It allows for quick and qualitative evaluation of individual and pairwise tag predictions as well as visualization of tag and embedding latent spaces (original and with dimensionality reduction). We provide taggrams and embedding vectors for the MTG-Jamendo dataset from multiple state-of-theart auto-tagging models that can be explored and compared.en
dc.description.sponsorshipThis project has received funding from the European Union’s Horizon 2020 research and innovation programme under the Marie Skłodowska-Curie grant agreement No. 765068.en
dc.format.mimetypeapplication/pdf
dc.identifier.citationTovstogan P, Serra X, Bogdanov D. Web interface for exploration of latent and tag spaces in music auto-tagging. In: Proceedings of the 37 th International Conference on Machine Learning; 2020 Jul 13-18; Vienna, Austria. [Vienna]: ICML; 2020. [3 p.]
dc.identifier.urihttp://hdl.handle.net/10230/45186
dc.language.isoeng
dc.publisherICML
dc.relation.ispartofProceedings of the 37 th International Conference on Machine Learning; 2020 Jul 13-18; Vienna, Austria. [Vienna]: ICML; 2020. [3 p.]
dc.relation.projectIDinfo:eu-repo/grantAgreement/EC/H2020/765068
dc.rightsCopyright 2020 by the author(s).
dc.rights.accessRightsinfo:eu-repo/semantics/openAccess
dc.rights.urihttps://creativecommons.org/licenses/by/4.0/
dc.subject.keywordMachine learningen
dc.subject.keywordWeb interfaceen
dc.subject.keywordMusic information retrievalen
dc.subject.keywordMusic explorationen
dc.subject.keywordLatent spaceen
dc.subject.keywordMusic auto-taggingen
dc.titleWeb interface for exploration of latent and tag spaces in music auto-taggingen
dc.typeinfo:eu-repo/semantics/conferenceObject
dc.type.versioninfo:eu-repo/semantics/publishedVersion

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