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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: 6th October 2017

Project: Description and retrieval of music and audio information/Descripción y recuperación de información musical y sonora

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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 Ciencia e Innovación
Reference: TIN2009-14247-C02-02
Budget: 135.100
Period: from 2010-01-01 to 2013-12-31
Web: http://grfia.dlsi.ua.es/cm/projects/drims/index.php
Summary:

This project aims to study and develop innovative components for music description and information retrieval systems, using semantic descriptors of musical content automatically extracted from music data, using for that pattern recognition and machine learning techniques.

Members:
  • Hontanilla, María (Ph.D. student)

Partners:
Links:
Publications:

  1. Bernabeu, J.F., Pérez-Sancho, C., Ponce de León, P.J., Iñesta, J.M., Calvo-Zaragoza, J.
    "A Multimodal Genre Recognition Prototype"
    Actas del III Workshop de Reconocimiento de Formas y Análisis de Imágenes, ISBN: 978-84-695-8332-6, pp. 13-16, Madrid, Spain (2013)
    : bibtex : pdf : more info
  2. J.M. Iñesta and C. Pérez-Sancho
    "Interactive multimodal music transcription"
    Proc. of IEEE Int. Conf. on Acoustics, Speech and Signal Processing (ICASSP 2013), ISBN: 978-1-4799-0356-6, pp. 211-215, Vancouver, Canada (2013)
    : bibtex : more info
  3. Hontanilla, M.; Pérez-Sancho, C.; Iñesta, J.M.
    "Modeling Musical Style with Language Models for Composer Recognition"
    Lecture Notes in Computer Science, vol. 7887, pp. 740-748 (2013)
    : bibtex : pdf : more info
  4. Octavio Vicente and José M. Iñesta
    "Bass track selection in MIDI files and multimodal implications to melody"
    Proceedings of the Int. Conf. on Pattern Recognition Applications and Methods (ICPRAM 2012), ISBN: 978-989-8425-98-0, pp. 449--458, Vilamoura, Portugal (2012)
    : bibtex : more info
  5. Pertusa, A.;Iñesta, J.M.
    "Efficient methods for joint estimation of multiple fundamental frequencies in music signals"
    EURASIP Journal on Advances in Signal Processing, vol. 2012, pp. 27 (2012)
    : bibtex : more info : URL
  6. Orio, N; Rauber, A; Rizo, D.
    "Introduction to the focused issue on music digital libraries"
    International Journal on Digital Libraries, vol. 12, pp. 51-52 (2012)
    : bibtex : more info
  7. Bresson, J.; Pérez-Sancho, C.
    "New Framework for Score Segmentation and Analysis in OpenMusic"
    Proceedings of the 9th Sound and Music Computing Conference , ISBN: 978-3-8325-3180-5 , pp. 506-513, Copenhagen, Denmark (2012)
    : bibtex : pdf : more info
  8. Rico-Juan, J. R.; Iñesta, J. M.
    "New rank methods for reducing the size of the training set using the nearest neighbor rule"
    Pattern Recognition Letters, vol. 33, pp. 654--660 (2012)
    : bibtex : pdf : more info : DOI
  9. Bernabeu, J. F.; Calera-Rubio, J.; Iñesta, J. M.; Rizo, D.
    "Query Parsing Using Probabilistic Tree Grammars"
    5th workshop on Music and Machine Learning, MML 2012, Edinburgh (2012)
    : bibtex : pdf : more info
  10. Calvo-Zaragoza, J.; Rizo, D.; Iñesta, J.M.
    "A distance for partially labeled trees"
    Lecture Notes in Computer Science, vol. 6669, pp. 492--499 (2011)
    : bibtex : pdf : more info
  11. Pérez-García, T., Iñesta, J.M., Ponce de León, P.J., Pertusa, A.
    "A Multimodal Music Transcription Prototype"
    Proc. of International Conference on Multimodal Interaction, ICMI 2011, ISBN: 978-1-4503-0641-6, pp. 315--318, Alicante, Spain (2011)
    : bibtex : more info
  12. Ponce de León, Pedro J.
    "A statistical pattern recognition approach to symbolic music classification"
    PhD Thesis. Supervisors: Iñesta, José M.
    University of Alicante, Alicante, Spain (2011)
    : bibtex : pdf : more info
  13. Bernabeu, J.F.; Calera-Rubio, J.; Iñesta, J.M.
    "Classifying melodies using tree grammars"
    Lecture Notes in Computer Science, vol. 6669, pp. 572--579 (2011)
    : bibtex : pdf : more info
  14. M. Hontanilla, C. Pérez-Sancho, J.M. Iñesta
    "Composer Recognition using Language Models"
    Proc. of Signal Processing, Pattern Recognition, and Applications (SPPRA 2011), ISBN: 978-0-88986-865-6, pp. 76-83, Innsbruck, Austria (2011)
    : bibtex : more info
  15. P.R. Illescas, D. Rizo, J.M. Iñesta, R. Ramirez.
    "Learning melodic analysis rules"
    4th Int.Workshop on Music and Machine Learning (2011)
    : bibtex : pdf : more info : MML 2011 @ NIPS
  16. Bernabeu, José F. and Calera-Rubio, Jorge and Iñesta, José M. and Rizo, David
    "Melodic Identification Using Probabilistic Tree Automata"
    Journal of New Music Research, vol. 40, pp. 93-103 (2011)
    : bibtex : more info : url
  17. Nicola Orio, David Rizo, Riccardo Miotto, Markus Schedl, Nicola Montecchio and Olivier Lartillot
    "MusiCLEF: a Benchmark Activity in Multimodal Music Information Retrieval "
    Proc. of the 12th International Society for Music Information Retrieval Conference (ISMIR), Miami 2011, ISBN: 978-0-615-54865-4, pp. 603-608 (2011)
    : bibtex : more info
  18. Rizo, D.; Iñesta J.M; Lemström, K.
    "Polyphonic Music Retrieval with Classifier Ensembles"
    Journal of New Music Research, vol. 40, pp. 313-324 (2011)
    : bibtex : more info
  19. Thomas Lidy, Rudolf Mayer, Andy Rauber, Pedro J. Ponce de León, Antonio Pertusa, José M. Iñesta
    "A Cartesian Ensemble of Feature Subspace Classifiers for Music Categorization"
    Proceedings of the 11th International Society for Music Information Retrieval Conference (ISMIR 2010), ISBN: 978-90-393-53813, pp. 279-284, Utrecht, Netherlands (2010)
    : bibtex : pdf : more info : on-line at ISMIR site : Poster : Talk slides
  20. Pertusa, A.
    "Computationally efficient methods for polyphonic music transcription"
    PhD Thesis. Supervisors: Iñesta, José M.
    Universidad de Alicante (2010)
    : bibtex : pdf : more info
  21. Mayer, R., Rauber, A., Ponce de León, P.J., Pérez-Sancho, C., Iñesta, J.M.
    "Feature Selection in a Cartesian Ensemble of Feature Subspace Classifiers for Music Categorisation"
    Proc. of. ACM Multimedia Workshop on Music and Machine Learning (MML 2010), ISBN: 978-1-60558-933-6, pp. 53--56, Florence (Italy) (2010)
    : bibtex : more info
  22. Tomás Pérez-García, Carlos Pérez-Sancho, José M. Iñesta
    "Fusión de información armónica e instrumental para la clasificación de géneros musicales"
    Actas del II Workshop de Reconocimiento de Formas y Análisis de Imágenes (AERFAI), ISBN: 978-84-92812-66-0, pp. 147-153, Valencia, Spain (2010)
    : bibtex : more info
  23. 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
  24. Pérez-García, T., Pérez-Sancho, C., Iñesta, J.M.
    "Harmonic and Instrumental Information Fusion for Musical Genre Classification"
    Proc. of. ACM Multimedia Workshop on Music and Machine Learning (MML 2010), ISBN: 978-1-60558-933-6, pp. 49--52, Florence (Italy) (2010)
    : bibtex : more info
  25. Ramírez, R., Pérez, A., Kersten, S., Rizo, D., Illescas P.R. and Iñesta, J.M.
    "Modeling violin performances using inductive logic programming"
    Intelligent Data Analysis, vol. 14, pp. 573--585 (2010)
    : bibtex
  26. Rizo, D.; Iñesta, J.M.
    "New partially labelled tree similarity measure: a case study"
    Structural, Syntactic, and Statistical Pattern Recognition, ISBN: 978-3-642-14979-5, pp. 296--305, Cesme, Turkey (2010)
    : bibtex : pdf
  27. Rizo, D.
    "Symbolic music comparison with tree data structures"
    PhD Thesis. Supervisors: Supervisor: Iñesta, J.M.
    Universidad de Alicante (2010)
    : bibtex : more info : PDF
  28. Bernabeu, J.F., Calera-Rubio, J., Iñesta, J.M., Rizo, D.
    "Tree language automata for melody recognition"
    Actas del II Workshop de Reconocimiento de Formas y Análisis de Imágenes (AERFAI), ISBN: 978-84-92812-66-0, pp. 17-22, Valencia, Spain (2010)
    : bibtex : pdf : more info
  29. Rizo, D., Iñesta, J.M.
    "Trees and combined methods for monophonic music similarity evaluation"
    MIREX 2010 - Music Information Retrieval Evaluation eXchange, MIREX Symbolic Melodic Similarity contest, Utrecht, The Nederlands (2010)
    : bibtex : pdf
  30. 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

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