Publications
Gallego, A.J., Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R. (2018)
"Clustering-based k-nearest neighbor classification for large-scale data with neural codes representation".
Pattern Recognition, vol. 74, pp.
531-543.
Iñesta, J.M.; Conklin, D.; Ramirez, R.; M. Fiore, T.M. (2018)
"Machine Learning and Music Generation".
Routledge, Taylor & Francis, ISBN:
978-0-8153-7720-7.
Pertusa, A; Gallego, A.J; Bernabeu, M. (2018)
"MirBot: A collaborative object recognition system for smartphones using convolutional neural
networks".
Neurocomputing, vol. In
press.
Calvo-Zaragoza, J.; Vigliensoni, G.; Fujinaga, I. (2017)
"A machine learning
framework for the
categorization of elements
in images of musical
documents".
Proceedings of the Third
International Conference on
Technologies for Music
Notation and Representation.
Valero-Mas, J. J.;
Calvo-Zaragoza, J.;
Rico-Juan, J. R.; Iñesta,
(2017)
"A study of Prototype
Selection algorithms for
Nearest Neighbour in
class-imbalanced problems".
Proceedings of the 8th
Iberian Conference on
Pattern Recognition and
Image Analysis (IbPRIA),
Faro, Portugal.
Rizo, D.; Calvo-Zaragoza,
J.; Iñesta, J.M.; Fujinaga,
I.
(2017)
"About agnostic
representation of musical
documents for Optical Music
Recognition".
Music Encoding Conference,
Tours.
Calvo-Zaragoza, J.; Oncina, J. (2017)
"An efficient approach for Interactive Sequential Pattern Recognition".
Pattern Recognition, vol. 64, pp.
295-304.
Valero-Mas, J.J.;
Calvo-Zaragoza, J.;
Rico-Juan, J.R.; Iñesta,
J.M.
"An Experimental Study on
Rank Methods for Prototype
Selection".
Soft Computing, vol. 21, pp.
5703--5715.
Valero-Mas, J. J.; Benetos,
E.; Iñesta, J. M.
(2017)
"Assessing the Relevance of
Onset Information for Note
Tracking in Piano Music
Transcription".
Proceedings of the AES
International Conference on
Semantic Audio.
Calvo-Zaragoza, J.;
Valero-Mas, J.J.; Pertusa, A
(2017)
"End-To-End Optical Music
Recognition using Neural
Networks".
Proc. of Intenational
Society for Music
Information Retrieval
Conference (ISMIR), Suzhou,
China.
Valero-Mas, J. J.; Iñesta,
J. M.
(2017)
"Interactive User Correction
of Automatically Detected
Onsets: Approach and
Evaluation".
EURASIP Journal on Audio,
Speech, and Music
Processing.
Hontanilla, M.; Pérez-Sancho, C.;
Iñesta, J.M. (2017)
"Music style recognition with language models -- beyond statistical
results".
Proceedings of MML 2017, pp. 31--36,
Barcelona.
Sober-Mira, J.; Calvo-Zaragoza, J.; Rizo, D.;
Iñesta, J.M.
(2017)
"Pen-based music document
transcription".
Proceedings of GREC 2017, ISBN: 978-1-5386-3586-5, pp. 21--22, Kyoto
(Japan).
Calvo-Zaragoza, J.;
Vigliensoni, G.; Fujinaga,
I.
(2017)
"Pixel-wise Binarization of
Musical Documents with
Convolutional Neural
Networks".
Proceedings of the 15th IAPR
International Conference on
Machine Vision Applications.
Calvo-Zaragoza, J.; Gallego, A.J.; Pertusa, A.
(2017)
"Recognition of Handwritten Music Symbols with Convolutional Neural
Codes".
14th IAPR International Conference on Document Analysis and Recognition (ICDAR), pp. 691--696, Kyoto,
Japan.
Calvo-Zaragoza, J.; Oncina, J. (2017)
"Recognition of Pen-based
Music Notation with
Finite-State Machines".
Expert Systems With
Applications, vol. 72, pp.
395-406.
Bernabeu, J.F. (2017)
"Similarity Learning and Stochastic Language Models for Tree-Represented
Music".
PhD Thesis. University of
Alicante.
Calvo-Zaragoza, J.: Pertusa,
A.; Oncina, J.
(2017)
"Staff-line detection and
removal using a
convolutional neural
network".
Machine Vision and
Applications, pp. 1-10.
Gallego, A.J.;
Calvo-Zaragoza, J.
(2017)
Staff-line removal with
Selectional Auto-Encoders".
Expert Systems With
Applications, vol. 89, pp.
138 - 148.
Jose J. Valero-Mas
(2017)
"Towards Interactive
Multimodal Music
Transcription".
PhD Thesis.
University of Alicante.
Rizo, D.; Marsden, A. (2016)
"A standard format proposal
for hierarchical analyses
and representations".
Proceedings of the 3rd
International Workshop on
Digital Libraries for
Musicology, ISBN:
978-1-4503-4751-8, pp.
25--32, New York, USA.
Plácido R. Illescas
(2016)
"Análisis tonal asistido
por ordenador".
PhD Thesis. University of Alicante.
Valero-Mas, J.J.; Benetos,
E.; Iñesta, J.M. (2016)
"Classification-based Note
Tracking for Automatic Music
Transcription".
Proceedings of the 9th
Machine Learning and Music
Workshop (MML2016), pp.
61--65, Riva del Garda,
Italy.
Calvo-Zaragoza, J.; Oncina,
J.; De la Higuera, C. (2016)
"Computing the Expected Edit
Distance from a String to a
PFA".
21st International
Conference Implementation
and Application of Automata,
pp. 39-50.
Ponce de León, P.J.,
Iñesta, J.M.,
Calvo-Zaragoza, J., Rizo, D.
(2016)
"Data-based melody
generation through
multi-objective evolutionary
computation".
Journal of Mathematics and
Music, vol. 10, pp. 173-192.
Calvo-Zaragoza, J.; Toselli,
A. H.; Vidal, E. (2016)
"Early Handwritten Music
Recognition with Hidden
Markov Models".
15th International
Conference on Frontiers in
Handwriting Recognition.
Rizo, D.; Calvo-Zaragoza,
J.; Iñesta, J.M.; Illescas,
P.R.
(2016)
"Hidden Markov Models for
Functional Analysis".
Music and Machine Learning
Workshop, Riva del Garda.
Bernabeu, M.; Pertusa, A.;
Gallego, A.J. (2016)
"Image spatial verification
using Segment Intersection
of Interest Points"
Proc. of the 24 Int. Conf.
in Central Europe on
Computer Graphics,
Visualization and Computer
Vision (WSCG), ISBN:
2464-4614.
Rizo, D; Illescas, P.R;
Iñesta, J.M. (2016)
"Interactive melodic
analysis".
Computational Music
Analysis, ISBN:
978-3-319-25931-4, pp.
191-219.
Bellet, A; Bernabeu, J.F.;
Habrard, A.; Sebban, M
(2016)
"Learning discriminative
tree edit similarities for
linear classification -
Application to melody
recognition".
Neurocomputing, vol. 214,
pp. 155-161.
Calvo-Zaragoza, J.;
Micó,
L.; Oncina, J. (2016)
"Music staff removal with
supervised pixel
classification".
International Journal on
Document Analysis and
Recognition, vol. 19, pp.
211-219.
Valero-Mas, J.J.;
Calvo-Zaragoza, J.;
Rico-Juan, J.R. (2016)
"On the suitability of
Prototype Selection methods
for kNN classification with
distributed data".
Neurocomputing, vol. 203,
pp. 150-160.
Calvo-Zaragoza, J.;
Valero-Mas, J.J.; Rico-Juan,
J.R. (2016)
"Prototype Generation on
Structural Data using
Dissimilarity Space
Representation".
Neural Computing and
Applications.
Calvo-Zaragoza, J.;
Valero-Mas, J.J.; Rico-Juan,
J.R. (2016)
"Selecting promising classes
from generated data for an
efficient multi-class NN
classification".
Soft Computing.
Bosch, V.; Calvo-Zaragoza,
J.; Toselli, A. H.; Vidal,
E. (2016)
"Sheet Music Statistical
Layout Analysis".
15th International
Conference on Frontiers in
Handwriting Recognition.
Calvo-Zaragoza, J.; Rizo,
D.; Iñesta, J.M. (2016)
"Two (note) heads are better
than one: pen-based
multimodal interaction with
music scores".
17th International Society
for Music Information
Retrieval Conference, ISBN:
978-0-692-75506-8, pp.
509-514, New York City.
Rafael Ramirez, Sergio Giraldo and Zacharias
Vamvakousis (2015)
"A Brain-Computer Expressive Music Performance
Interface".
CMMR2015: International Workshop on BCMI.
Rizo, D.; Iñesta, J.M (2015)
"A grammar for Plaine and Easie Code".
Proceedings of the Music Encoding Initiative Conferences
2013 and 2014, pp. 54--64.
Valero-Mas, J.J.; Salamon, J.; Gómez, E. (2015)
"Analyzing the influence of pitch quantization and note segmentation on
singing voice alignment in the context of audio-based Query-by-Humming".
Proceedings of the 12th Sound and Music Computing Conference (SMC), pp.
371--378, Maynooth, Ireland.
Vamvakousis, Z., & Ramirez R. (2015)
"A PERCUSSIVE MUSICAL INTERFACE
FOR A QUADRIPLEGIC PATIENT".
International Symposium on Performance
Science 2015. 60-61.
Bantula, H., Giraldo, S. & Ramirez R. (2015)
"A Rule Based System
to Transcribe Guitar Melodies".
CMMR2015: International Symposium on
Computer Music Multidisciplinary Research.
Calvo-Zaragoza, J.; Barbancho, I; Tardón, L. J. ; Barbancho A. M. (2015)
"Avoiding staff removal stage in optical music recognition: application to
scores written in white mensural notation".
Pattern Analysis and Applications, vol. 18, pp. 933-943.
Calvo-Zaragoza, J.; Oncina, J. (2015)
"Clustering of Strokes from Pen-based Music Notation: An Experimental
Study".
7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA),
ISBN: 978-3-319-19389-2, pp. 633-640, Santiago de Compostela, Spain.
Giraldo, S. & Ramirez, R. (2015)
"Computational Generation and
Synthesis of Jazz Guitar Ornaments using Machine Learning
Modeling.
International Workshop on Machine Learning and Music
(MML 2015).
Giraldo, S. & Ramirez, R. (2015)
"Computational Modeling and
Synthesis of Timing, Dynamics and Ornamentation in Jazz Guitar
Music".
International Symposium on Computer Music Multidisciplinary
Research (CMMR 2015).
Giraldo, S. & Ramirez, R. (2015)
"Computational Modeling of
Ornamentation in Jazz Guitar Music".
International Symposium in
Performance Science (ISPS 2015).
Rafael Ramirez and Karen Lacey (2015)
"EEG-BASED CLASSIFICATION
OF MUSIC-INDUCED EMOTIONS IN DANCERS: A MACHINE LEARNING
APPROACH".
8th International Workshop on Machine Learning and
Music. 55-56.
Vamvakousis, Z., & Ramirez R. (2015)
"EEG Signal classification in a
Brain-Computer Music Interface".
8th International Workshop on Machine
Learning and Music. 28-30.
J.M. Iñesta, P.J. Ponce de León, J. Calvo-Zaragoza, and D. Rizo
(2015)
"Genre-based melody generation through multi-objective genetic algorithms".
Proceedings of the 8th Machine Learning and Music workshop (MML 2015),
Vancouver (Canada).
Rico-Juan, J. R; Calvo-Zaragoza, Jorge (2015)
"Improving classification using a Confidence Matrix based on weak
classifiers applied to OCR".
Neurocomputing, vol. 151, pp. 1354-1361.
Calvo-Zaragoza, J; Valero-Mas, J. J.; Rico-Juan, J. R (2015)
"Improving kNN multi-label classification in Prototype Selection scenarios
using class proposals".
Pattern Recognition, vol. 48, pp. 1608-1622.
Valero-Mas, J.J.; Iñesta, J.M.
"Interactive onset detection in audio recordings".
Late Breaking/Demo extended abstract, 16th International Society for Music
Information Retrieval Conference (ISMIR), Málaga, Spain.
Vamvakousis, Z., & Ramirez R. (2015)
"Is an auditory P300-based
Brain-Computer Musical Interface feasible?".
CMMR2015: International
Workshop on BCMI.
Rafael Ramirez, Manel Palencia, Sergio Giraldo, Zacharias
Vamvakousis (2015)
"Musical Neurofeedback for Treating
Depression in Elderly People".
Frontiers in Neuroscience.
Giraldo, S. & Ramirez, R. (2015)
"Performance to Score Sequence
Matching for Automatic Ornament Detection in Jazz Music".
ICNMC 2015:
International Conference on New Music Concepts.
Calvo-Zaragoza, J.; Valero-Mas, J.J.; Rico-Juan, J.R. (2015)
"Prototype Generation on Structural Data using Dissimilarity Space
Representation: A Case of Study".
7th Iberian Conference on Pattern Recognition and Image Analysis (IbPRIA),
ISBN: 978-3-319-19389-2, pp. 72-82, Santiago de Compostela, Spain.
Rafael Ramirez and Sergio Giraldo (2015)
"TECHNOLOGY-ENHANCED
EXPRESSIVE MUSIC PERFORMANCE LEARNING: A MACHINE LEARNING-BASED
TUTORING TOOL".
8th International Workshop on Machine Learning
and Music. 143-144.
Micó, L.; Sanches, J.; Cardoso, J. (2015)
"The vitality of pattern recognition and image analysis".
Neurocomputing, vol. 150, pp. 124-125.
Bantulá, H., Giraldo, S. & Ramirez, R. (2014)
"A Rule Based System to Transcribe
Guitar Melodies".
International Workshop on Machine Learning and Music MML
2014.
Micó, L.; Oncina, J. (2014)
"Dynamic Insertions in TLAESA fast NN Search Algorithm".
Proceedings of the 22nd International Conference on Pattern Recognition,
ICPR, ISBN: 978-1-4799-5208-3, Stockholm, Sweden.
Illescas, P.R.; Rizo, D.; Iñesta, J.M. (2014)
"Melodic analysis of polyphonic music using an interactive pattern
recognition tool".
Proc. of 7th Machine Learning and Music (MML2014), Barcelona.
Valero-Mas, J.J.; Iñesta, J.M.; Pérez-Sancho, C. (2014)
"Onset detection with the user in the learning loop".
Proceedings of the 7th International Workshop on Music and Machine Learning
(MML2014), Barcelona, Spain.
Giraldo, S. & Ramirez, R. (2014)
"Optimizing Melodic Extraction Algorithm
For Jazz Guitar Recordings Using Genetic Algorithms".
International
Computer Music Conference/Sound and Music Computing Conference.
Vamvakousis, Z., & Ramirez R. (2014)
"P300 Harmonies: A Brain-Computer
Musical Interface".
International Computer Music Conference/Sound and Music
Computing Conference.
Calvo-Zaragoza, J.; Oncina, J. (2014)
"Recognition of Pen-based Music Notation with Probabilistic Machines".
Proceedings of the 7th International Workshop on Machine Learning and Music
, Barcelona, Spain.
Marchini, M., Ramirez R., Papiotis P., & Maestre E. (2014)
"The Sense of
Ensemble: a Machine Learning Approach to Expressive Performance Modelling in
String Quartets".
Journal of New Music Research. 43, 303-317.
