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AERFAI Summer School on Deep Learning

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Alicante July 5-6, 2017

10th international workshop on Machine Learning and Music

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Barcelona: 16th October 2017

Project: Semantic processing of digital music / Procesamiento semántico de música digital
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In this page: general info : members : partners : links : publications

General info:

Project Co-ordinator: Iñesta Quereda, José Manuel
Funding: Ministerio de Educación y Ciencia
Reference: TIN2006-14932-C02-02
Budget: 90.000
Period: from 2006-10-01 to 2009-10-30
Web: http://grfia.dlsi.ua.es/cm/projects/prosemus/
Summary:

The aim of the proposed project is to work towards the automatic semantic description of digital music. The project intends to contribute to bridging the current semantic gap in music information and apply the results to content-based music processing. Specifically, in this project we will work on (1) the analysis and manipulation of low-level audio descriptors by spectral modelling analysis and synthesis techniques, (2) the extraction of high-level musical attributes from these low-level audio descriptors, (3) the study and development of pattern recognition and machine learning techniques applied to sequential data for building semantic models of different aspects of music and, based on these semantic models, (4) the development of prototypes of music mining, personalization, and postproduction next generation systems. As a tool for carrying out (1) and (2) we will implement a distributed real-time concurrent programming language. This project is a natural continuation of the UPF-coordinated projects TABASCO (TIC2000-1094-C02-01/02) and PROMUSIC (TIC 2003-07776-C02-01).

Members:

Partners:
Links:
Publications:

  1. Pérez-Sancho, C.; Rizo, D.; Iñesta, J.M.; Ponce de León, P.J.; Kersten, S.; Ramirez, R.
    "Genre classification of music by tonal harmony"
    Intelligent Data Analysis, vol. 14, pp. 533-545 (2010)
    : bibtex : more info
  2. Bernabeu, J.F., Calera-Rubio, J., Iñesta, J.M., Rizo, D.
    "A probabilistic approach to melodic similarity"
    Proceedings of MML 2009, pp. 48-53 (2009)
    : bibtex : pdf : more info
  3. Rizo, D. and Lemström, K. and Iñesta, J.M.
    "Ensemble of state-of-the-art methods for polyphonic music comparison"
    Proceedings of the Workshop on Exploring Musical Information Spaces, ECDL 2009, ISBN: 978-84-692-6082-1, pp. 46--51, Corfu, Greece (2009)
    : bibtex : pdf : more info
  4. Pérez-Sancho, C.; Rizo, D; Iñesta, J.M.
    "Genre classification using chords and stochastic language models"
    Connection Science, vol. 21, pp. 145-159 (2009)
    : bibtex : more info
  5. Pérez-García, T., Iñesta, J.M. and Rizo, D.
    "metamidi: a tool for automatic metadata extraction from MIDI files"
    Proceedings of the Workshop on Exploring Musical Information Spaces, ECDL 2009, ISBN: 978-84-692-6082-1, pp. 36--40, Corfu, Greece (2009)
    : bibtex : pdf : more info
  6. Pertusa A.; Iñesta J. M.
    "Note Onset Detection Using One Semitone Filter-Bank For MIREX 2009"
    MIREX 2009 - Music Information Retrieval Evaluation eXchange, MIREX Audio Onset Detection, Kobe, Japan. (2009)
    : bibtex : pdf : MIREX 2009
  7. Pérez-Sancho, C.
    "Stochastic Language Models for Music Information Retrieval"
    PhD Thesis. Supervisors: José M. Iñesta, Jorge Calera Rubio
    Universidad de Alicante, Alicante, Spain (2009)
    : bibtex : pdf : more info
  8. Rizo, D. and Lemström, K. and Iñesta, J.M.
    "Tree representation in combined polyphonic music comparison"
    Computer Music Modeling and Retrieval. Genesis of Meaning in Sound and Music. Lecture Notes in Computer Science, vol. 5493, pp. 177--195 (2009)
    : bibtex : more info
  9. Iñesta, J.M.; Ponce de León, P.J., Heredia-Agoiz, J.L.
    "A ground-truth experiment on melody genre recognition in absence of timbre"
    Proc. of the 10th International Conference on Music Perception and Cognition (ICMPC10), ISBN: 978-4-9904208-0-2, pp. 758-761, Sapporo, Japan (2008)
    : bibtex
  10. Pérez-Sancho, C.; Rizo, D.; Kersten, S.; Ramírez, R.
    "Genre classification of music by tonal harmony"
    Proc. Int. Workshop on Machine Learning and Music, MML 2008, pp. 21-22, Helsinki, Finland (2008)
    : bibtex
  11. Illescas, P.R., Rizo, D., Iñesta, J.M.
    "Learning to analyse tonal music"
    Proc. Int. Workshop on Machine Learning and Music, MML 2008, pp. 25-26, Helsinki, Finland (2008)
    : bibtex : more info
  12. Ponce de León, P.J., Rizo, D., Ramírez, R.
    "Melody characterization by a fuzzy rule system"
    Proc. Int. Workshop on Machine Learning and Music, MML 2008, pp. 35-36, Helsinki, Finland (2008)
    : bibtex : more info
  13. Ponce de León, P.J.; Rizo, D.; Ramirez, R.; Iñesta, J.M.
    "Melody Characterization by a Genetic Fuzzy System"
    Proceedings of the 5th Sound and Music Computing Conference , ISBN: 978-3-7983-2094-9, pp. 15-23 (2008)
    : bibtex : pdf : more info
  14. Habrard, A.; Iñesta, J.M.; Rizo, D.; Sebban, M.
    "Melody recognition with learned edit distances"
    Lecture Notes in Computer Science, vol. 5342, pp. 86-96 (2008)
    : bibtex : pdf
  15. Lidy T.; Rauber A.; Pertusa A.; Ponce de León P.J.; Iñesta J. M.
    "MIREX 2008: Audio Music Classification Using A Combination Of Spectral, Timbral, Rhythmic, Temporal And Symbolic Features."
    MIREX 2008 - Music Information Retrieval Evaluation eXchange, MIREX Genre Classification Contest., Philadelphia, Pennsylvania, USA (2008)
    : bibtex : pdf : more info : MIREX 2008
  16. Ramírez, R., Pérez, A.; Kersten, S., Rizo, D., Illescas, P.R., Iñesta, J.M.
    "Modeling celtic violin expressive performance"
    Proc. Int. Workshop on Machine Learning and Music, MML 2008, pp. 7-8, Helsinki, Finland (2008)
    : bibtex
  17. Pertusa A., Iñesta J.M.
    "Multiple Fundamental Frequency estimation using Gaussian smoothness"
    Proc. of the IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, ICASSP 2008, ISBN: 1-4244-1484-9, pp. 105-108, Las Vegas, USA (2008)
    : bibtex : pdf
  18. Pertusa A.; Iñesta J. M.
    "Multiple Fundamental Frequency Estimation Using Gaussian Smoothness And Short Context."
    MIREX 2008 - Music Information Retrieval Evaluation eXchange, MIREX Fundamental Frequency Estimation & Tracking Contest., Philadelphia, Pennsylvania, USA (2008)
    : bibtex : pdf : MIREX 2008
  19. Pérez-Sancho, C.; Rizo, D.; Iñesta, J.M.
    "Stochastic text models for music categorization"
    Lecture Notes in Computer Science, vol. 5342, pp. 55-64 (2008)
    : bibtex : pdf
  20. Rizo, D., Lemström, K., Iñesta, J.M.
    "Tree structured and combined methods for comparing metered polyphonic music"
    Proc. Computer Music Modeling and Retrieval 2008 (CMMR'08), ISBN: 978-87-7606-027-5, pp. 263--278, Copenhagen, Denmark (2008)
    : bibtex
  21. Plácido R. Illescas, David Rizo, José M. Iñesta
    "Harmonic, melodic, and functional automatic analysis"
    Proceedings of the 2007 International Computer Music Conferrence, pp. 165--168 (2007)
    : bibtex : pdf : more info
  22. Ramírez R., Maestre E., Pertusa A.
    "Identifying saxophonists from their playing styles"
    Proc. of the 30th Audio Engineering Society (AES) Conference, Saariselkä, Finland (2007)
    : bibtex : pdf link
  23. Lidy T., Rauber A., Pertusa A., Iñesta J.M.
    "Improving genre classification by combination of audio and symbolic descriptors using a transcription system"
    Proc. of the 8th Int. Conf. on Music Information Retrieval, ISMIR 2007, pp. 61-66, Vienna, Austria (2007)
    : bibtex : pdf
  24. Ramirez R., Maestre E., Pertusa A., Gómez E., Serra X.
    "Performance-based Interpreter Identification in Saxophone Audio Recordings"
    IEEE Transactions on Circuits and Systems for Video Technology , vol. 7, pp. 356-364 (2007)
    : bibtex : pdf link
  25. Pedro J. Ponce de León, José M. Iñesta, David Rizo
    "Towards a human-friendly melody characterization by automatically induced rules"
    Proceedings of the 8th Int. Conf. on Music Information Retrieval, ISMIR 2007, ISBN: 978-3-85403-218-2, pp. 437--440, Vienna (2007)
    : bibtex : pdf : more info

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