Music information retrieval, sound and music computing, music technology, audio analysis, music metadata, music recommendation, machine learning, deep learning, data mining.
My projects include research and development for Essentia audio analysis library and the large-scale music information retrieval database AcousticBrainz.
Diploma in Applied Mathematics and Informatics at Moscow State University (2001-2006), Faculty of Computational Mathematics and Cybernetics (CMC MSU). Specialization in Software for Computers.
Professional experience
2012 – Now - Developer of Essentia and Gaia C++ audio/music analysis libraries
2016 – 2019 - AudioCommons (Technologies for the reuse of open audio content, EC-ICT, H2020–6888382). Researcher and developer.
2016 – 2018 - MINGUS (Music Information Gathering, Structuring and Processing for Semantic Audio Applications, Ministerio de Economía y Competividad, TIN2015-69935-P MINECO/FEDER). Researcher and developer.
2016 – Now - Maria de Maeztu (Machine learning approaches for structuring large sound and music collections). Researcher and developer.
2013 – 2016 - GiantSteps (Seven League Boots for Music Creation and Performance, EC-ICT, FP7-ICT-2013-10 610591). Researcher and developer.
2013 – 2015 - SIGMUS (SIGnal Analysis for the Discovery of Traditional MUSic Repertories, Ministerio de Economía y Competividad, TIN2012-36650). Researcher and developer.
2007 – 2008 - Pharos (Platform for searcH of Audiovisual Resources across Online Spaces, EC-IST, FP6-45035). Researcher.
2004 – 2007 - Financed projects by Moscow State University. Researcher and developer.
2018 – 2019 - LaCúpula Music: Automatic quality assessment and semantic annotation of music audio for digital music distribution systems.
2018 – 2019 - Flits: Automatic identification and semantic annotation of music audio in the context of live music concerts.
2021 – Now - HearDis!: Automatic semantic music annotation for audio branding from audio.
Publications
Journals
Correya, A., Marcos-Fernández, J., Joglar-Ongay, L., Alonso-Jiménez, P., Serra, X., Bogdanov, D. (2021). Audio and music analysis on the web using Essentia.js. Transactions of the International Society for Music Information Retrieval. 4(1).
Alonso-Jiménez, P., Bogdanov, D., Pons, J., & Serra, X. (2020). TensorFlow Audio Models in Essentia. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2020).
Ramires, A., Font, F., Bogdanov, D., Smith, J.B.L., Yang, Y., Ching, J., Chen, B., Wu, Y., Wei-Han, H., & Serra, X. The Freesound Loop dataset and annotation tool. International Society for Music Information Retrieval Conference (ISMIR 2020).
Bogdanov, D., Won M., Tovstogan P., Porter A., & Serra X. (2019). The MTG-Jamendo Dataset for Automatic Music Tagging. Machine Learning for Music Discovery Workshop, International Conference on Machine Learning (ICML 2019).
Alonso-Jiménez, P., Bogdanov, D., & Serra, X. (2020). Deep embeddings with Essentia models. International Society for Music Information Retrieval Conference (ISMIR 2020). Late Breaking Demo.
Bogdanov, D., Porter, A., Tovstogan P., & Won M. (2020). MediaEval 2020: Emotion and theme recognition in music using Jamendo. MediaEval 2020 Workshop.
Bogdanov, D., Porter A., & Serra X. (2015). Taming wild horses with Essentia Music Extractor. International Society for Music Information Retrieval Conference (ISMIR 2015). Late Breaking Demo.
Sordo, M., Celma Ò., & Bogdanov D. (2011). Audio Tag Classification using Weighted-Vote Nearest Neighbor Classification. Music Information Retrieval Evaluation eXchange (MIREX 2011) extended abstract.
Bogdanov, D., Serrà J., Wack N., & Herrera P. (2010). Hybrid Music Similarity Measure. Music Information Retrieval Evaluation eXchange (MIREX 2010) extended abstract.
Wack, N., Laurier C., Meyers O., Marxer R., Bogdanov D., Serrà J., et al. (2010). Music classification using high-level models. Music Information Retrieval Evaluation eXchange (MIREX 2010) extended abstract.
Bogdanov, D., Serrà J., Wack N., & Herrera P. (2009). Hybrid Similarity Measures For Music Recommendation. Music Information Retrieval Evaluation eXchange (MIREX 2009) extended abstract.
Wack, N., Guaus E., Laurier C., Meyers O., Marxer R., Bogdanov D., et al. (2009). Music type groupers (MTG): generic music classification algorithms. Music Information Retrieval Evaluation eXchange (MIREX 2009) extended abstract.
Essentia: Open-source library and tools for audio and music analysis, description, and synthesis. Poster session. European Research Music Conference. 11.06.2018.
My Musical Avatar. 9th International Workshop on Content-based Multimedia Indexing. 2011.
My Musical Avatar. Fira Recerca en Directe. Barcelona. 2012.
Invited talks
Essentia: past, present, and future. BCN Music Technology Forum. 27-06-2019.
Music feature analysis with Essentia. MIP-Frontiers Summer School. 22-05-2019.
Audio analysis and music information retrieval at MTG. KAISTxSNU Music and Audio Workshop. 22-02-2019.
The Musical Avatar. Escola Superior de Música de Catalunya, Seminaris de Sonologia. 07-11-2011.