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Dmitry Bogdanov

Post-doctoral researcher at Audio Signal Processing Lab at Music Technology Group, Departament de Tecnologies de la Informació i les Comunicacions, Universitat Pompeu Fabra.

Research interests

Music information retrieval, sound and music computing, audio analysis, music recommendation, user modeling, machine learning, data mining, personalization.

My current projects include research and development for Essentia audio analysis library and the large-scale music information retrieval database AcousticBrainz.

Academic background

Professional experience

Financed projects

  • 2016 -- Now - Maria de Maeztu (Machine learning approaches for structuring large sound and music collections)
  • 2016 -- Now - AudioCommons (Technologies for the reuse of open audio content)
  • 2013 -- 2015 - SIGMUS (SIGnal Analysis for the Discovery of Traditional MUSic Repertories, TIN2012-36650). Researcher and developer.
  • 2007 -- 2008 - Pharos (Platform for searcH of Audiovisual Resources across Online Spaces, IST, European Comission, IST-2006-045035). Researcher.
  • 2004 -- 2007 - Financed projects by Moscow State University. Researcher and developer.

Publications (full list)

Journals

  • Bogdanov, D., Wack N., Gómez E., Gulati S., Herrera P., Mayor O., et al. (2014). ESSENTIA: an open source library for audio analysis. ACM SIGMM Records. 6(1).
  • Bogdanov, D., Haro M., Fuhrmann F., Xambó A., Gómez E., Herrera P., et al. (2013). Semantic content-based music recommendation and visualization based on user preference examples. Information Processing & Management. 49(1) , 13-33.
  • Bogdanov, D., Serrà J., Wack N., Herrera P., & Serra X. (2011). Unifying Low-level and High-level Music Similarity Measures. IEEE Transactions on Multimedia. 13(4), 687-701.

Conference proceedings (peer-reviewed)

  • Bogdanov, D., & Serra X. (In Press). Quantifying music trends and facts using editorial metadata from the Discogs database. 18th International Society for Music Information Retrieval Conference (ISMIR'17).
  • Fonseca, E., Pons, J., Favory, X., Font, F., Bogdanov, D., Ferraro, A., Oramas, S., Porter, A., Serra, X. (In Press). Freesound Datasets: A platform for the creation of open audio datasets. 18th International Society for Music Information Retrieval Conference (ISMIR'17).
  • Bogdanov, D., Porter A., Herrera P., & Serra X. (2016). Cross-collection evaluation for music classification tasks. 17th International Society for Music Information Retrieval Conference (ISMIR'16).
  • Porter, A., Bogdanov D., & Serra X. (2016). Mining metadata from the web for AcousticBrainz. 3rd International Digital Libraries for Musicology workshop (DL4M'16).
  • Porter, A., Bogdanov D., Kaye R., Tsukanov R., & Serra X. (2015). AcousticBrainz: a community platform for gathering music information obtained from audio. 16th International Society for Music Information Retrieval Conference (ISMIR 2015). 786-792.
  • Urbano, J., Bogdanov D., Herrera P., Gómez E., & Serra X. (2014). What is the Effect of Audio Quality on the Robustness of MFCCs and Chroma Features? International Society for Music Information Retrieval Conference (ISMIR'14). 573-578.
  • Bogdanov, D., Wack N., Gómez E., Gulati S., Herrera P., Mayor O., Roma G., Salamon J., Zapata J., & Serra X. (2013). ESSENTIA: an open-source library for sound and music analysis. ACM International Conference on Multimedia (MM'13).
  • Bogdanov, D., Wack N., Gómez E., Gulati S., Herrera P., Mayor O., Roma G., Salamon J., Zapata J., & Serra X. (2013). ESSENTIA: an audio analysis library for music information retrieval. International Society for Music Information Retrieval Conference (ISMIR'13).
  • Bogdanov, D., & Herrera P. (2012). Taking Advantage of Editorial Metadata to Recommend Music. 9th International Symposium on Computer Music Modeling and Retrieval (CMMR).
  • Yang, Y., Bogdanov D., Perfecto H., & Sordo M. (2012). Music Retagging Using Label Propagation and Robust Principal Component Analysis. 21st International World Wide Web Conference (WWW 2012): 4th International Workshop on Advances in Music Information Research (AdMIRe 2012).
  • Bogdanov, D., & Herrera P. (2011). How much metadata do we need in music recommendation? A subjective evaluation using preference sets. International Society for Music Information Retrieval Conference (ISMIR'11).
  • Bogdanov, D., Haro M., Fuhrmann F., Xambó A., Gómez E., & Herrera P. (2011). A Content-based System for Music Recommendation and Visualization of User Preferences Working on Semantic Notions. 9th International Workshop on Content-based Multimedia Indexing.
  • Bogdanov, D., Haro M., Fuhrmann F., Gómez E., & Herrera P. (2010). Content-based music recommendation based on user preference examples. The 4th ACM Conference on Recommender Systems. Workshop on Music Recommendation and Discovery (Womrad 2010).
  • Haro, M., Xambó A., Fuhrmann F., Bogdanov D., Gómez E., & Herrera P. (2010). The Musical Avatar – A visualization of musical preferences by means of audio content description. 5th Audio Mostly Conference: A Conference on Interaction with Sound.
  • Bogdanov, D., Serrà, J., Wack, N., Herrera, P. (2009). From Low-level to High-level: Comparative study of music similarity measures. IEEE International Symposium on Multimedia. International Workshop on Advances in Music Information Research (AdMIRe).

Book chapters

  • Schedl, M., Knees P., McFee B., Bogdanov D., & Kaminskas M. (2015). Music Recommender Systems. Recommender Systems Handbook. 453-492.

Other publications

  • 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.
  • Bogdanov, D., Wack N., Gómez E., Gulati S., Herrera P., Mayor O., et al. (2014). ESSENTIA: an open source library for audio analysis. ACM SIGMM Records. 6(1).
  • Sordo, M., Celma Ò., & Bogdanov D. (2011). Audio Tag Classification using Weighted-Vote Nearest Neighbor Classification. Music Information Retrieval Evaluation eXchange (MIREX) extended abstract.
  • Bogdanov, D., Serrà J., Wack N., & Herrera P. (2010). Hybrid Music Similarity Measure. Music Information Retrieval Evaluation eXchange (MIREX) 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) extended abstract.
  • Bogdanov, D., Serrà J., Wack N., & Herrera P. (2009). Hybrid Similarity Measures For Music Recommendation. Music Information Retrieval Evaluation eXchange (MIREX) 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) extended abstract.

Thesis

  • Bogdanov, D. (2013). From music similarity to music recommendation: Computational approaches based on audio features and metadata. 227. UPF, Barcelona, Spain.

Demos

  • My Musical Avatar. 9th International Workshop on Content-based Multimedia Indexing. 2011.
  • My Musical Avatar. Fira Recerca en Directe. Barcelona. 2012.

Invited talks

  • The Musical Avatar. Escola Superior de Música de Catalunya, Seminaris de Sonologia. 07-11-2011.

Scientific services

Reviewer for journals

  • International Journal of Multimedia Information Retrieval (Springer)
  • Journal of Intelligent Information Systems

Reviewer for conferences

  • 18th International Society for Music Information Retrieval Conference (ISMIR), 2017
  • 19th International Conference on Digital Audio Effects (DAFx), 2016
  • 17th International Society for Music Information Retrieval Conference (ISMIR), 2016
  • 13th International Society for Music Information Retrieval Conference (ISMIR), 2012
  • 9th Sound and Music Computing Conference (SMC), 2012
  • 8th Sound and Music Computing Conference (SMC), 2011
  • 7th Sound and Music Computing Conference (SMC), 2010

Member of program committe

  • MediaEval 2017 Workshop
  • 4th International Workshop on Advances in Music Information Research (AdMIRe), 2012

Teaching experience

  • 2015 -- Now - Sound and music computing, Pompeu Fabra University, master course (thesis supervision)
  • 2014 -- 2017 - Sound and music computing, Pompeu Fabra University, master course (seminars)
  • 2011 -- 2012 - Signal processing. Pompeu Fabra University, undegraduate course (seminars and practicals)
  • 2006 -- 2007 - Algorithms and algorithmic languages. Moscow State University, undergraduate course (practicals)

Awards

  • Best software submission (Essentia) in Open-Source Software Competition of ACM Multimedia 2013

Languages

  • Russian (native), English (fluent), Spanish (fluent), Catalan (fluent).
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