Web interface for exploration of latent and tag spaces in music auto-tagging
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- dc.contributor.author Tovstogan, Philip
- dc.contributor.author Serra, Xavier
- dc.contributor.author Bogdanov, Dmitry
- dc.date.accessioned 2020-07-24T08:15:18Z
- dc.date.available 2020-07-24T08:15:18Z
- dc.date.issued 2020
- dc.description Presentat a Machine Learning for Media Discovery Workshop, celebrat dins The 37th International Conference on Machine Learningca
- dc.description.abstract We 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.sponsorship This 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.mimetype application/pdf
- dc.identifier.citation Tovstogan 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.uri http://hdl.handle.net/10230/45186
- dc.language.iso eng
- dc.publisher ICML
- dc.relation.ispartof Proceedings of the 37 th International Conference on Machine Learning; 2020 Jul 13-18; Vienna, Austria. [Vienna]: ICML; 2020. [3 p.]
- dc.relation.projectID info:eu-repo/grantAgreement/EC/H2020/765068
- dc.rights Copyright 2020 by the author(s).
- dc.rights.accessRights info:eu-repo/semantics/openAccess
- dc.rights.uri https://creativecommons.org/licenses/by/4.0/
- dc.subject.keyword Machine learningen
- dc.subject.keyword Web interfaceen
- dc.subject.keyword Music information retrievalen
- dc.subject.keyword Music explorationen
- dc.subject.keyword Latent spaceen
- dc.subject.keyword Music auto-taggingen
- dc.title Web interface for exploration of latent and tag spaces in music auto-taggingen
- dc.type info:eu-repo/semantics/conferenceObject
- dc.type.version info:eu-repo/semantics/publishedVersion