Development of Machine Learning for asthmatic and healthy voluntary cough - a proof of concept study. Applied Sciences. 9(14). 2019.
Doppler Invariant Demodulation for Shallow Water Acoustic Communications Using Deep Belief Networks. 16th IEEE Asia Pacific Wireless Communications Symposium (APWCS).. 2019.
The emergence of deep learning: new opportunities for music and audio technologies. Neural Computing and Applications.. 2019.
A Hybrid Fuzzy Logic-Neural Network Approach For Multi-path Separation Of Underwater Acoustic Signals. 89th IEEE Vehicular Technology Conference.. 2019.
The impact of musical structure on enjoyment and absorptive listening states in trance music. Music and Consciousness 2 - Worlds, Practices, Modalities.. 2019.
Learning Disentangled Representations of Timbre and Pitch for Musical Instrument Sounds Using Gaussian Mixture Variational Autoencoders. ISMIR.. 2019.
Machine Learning Research that Matters for Music Creation: A Case Study. Journal of New Music Research. 48(1):36-55.. 2019.
Multimodal Deep Models for Predicting Affective Responses Evoked by Movies. The 2nd International Workshop on Computer Vision for Physiological Measurement as part of ICCV. Seoul, South Korea. 2019.. 2019.
A novel music-based game with motion capture to support cognitive and motor function in the elderly. IEEE Conference on Games.. 2019.
Towards emotion based music generation: A tonal tension model based on the spiral array. Proceedings of Cognitive Science (CogSci).. 2019.
Towards robust audio spoofing detection: a detailed comparison of traditional and learned features. IEEE Access. 7:84229-84241.. 2019.
Blacklisted speaker identification using triplet neural networks. MCE2018 competition.. 2018.
From Context to Concept: Exploring Semantic Relationships in Music with Word2Vec. Neural Computing and Applications.. 2018.
Minimally Simple Binaural Room Modelling Using a Single Feedback Delay Network. Journal of the Audio Engineering Society. 66(10):791-807.. 2018.
Modeling temporal tonal relations in polyphonic music through deep networks with a novel image-based representation. The Thirty-Second AAAI Conference on Artificial Intelligence.. 2018.
A Novel Interface for the Graphical Analysis of Music Practice Behaviours. Frontiers in Psychology - Human-Media Interaction. 9. 2018.
O.R. and music generation. OR/MS Today. 45(1). 2018.
Perceptual evaluation of measures of spectral variance. Journal of the Acoustical Society of America. 143(6):3300–3311.. 2018.
Singing Voice Separation Using a Deep Convolutional Neural Network Trained by Ideal Binary Mask and Cross Entropy. Neural Computing and Applications.. 2018.
The Structure of Chord Progressions Influences Listeners’ Enjoyment and Absorptive States in EDM. 15th International Conference on Music Perception and Cognition.. 2018.
A Functional Taxonomy of Music Generation Systems. ACM Computing Surveys. 50(5):30.. 2017.
Generating guitar solos by integer programming. Journal of the Operational Research Society. :971-985.. 2017.
Harmonic Structure Predicts the Enjoyment of Uplifting Trance Music. Frontiers in Psychology, Cognitive Science. 7(1999). 2017.
Hit Song Prediction Based on Early Adopter Data and Audio Features. The 18th International Society for Music Information Retrieval Conference (ISMIR) - Late Breaking Demo.. 2017.
IMMA-Emo: A Multimodal Interface for Visualising Score- and Audio-synchronised Emotion Annotations. Audio Mostly.. 2017.
Modeling Musical Context with Word2vec. First International Workshop On Deep Learning and Music. 1:11-18.. 2017.
MorpheuS: generating structured music with constrained patterns and tension. IEEE Transactions on Affective Computing. PP (In Press)(99). 2017.
A multi-modal platform for semantic music analysis: visualizing audio- and score-based tension. 11th International Conference on Semantic Computing IEEE ICSC 2017.. 2017.
Music and Motion-Detection: A Game Prototype for Rehabilitation and Strengthening in the Elderly. IEEE International Conference on Orange Technologies (ICOT) .. 2017.
A variable neighborhood search algorithm to generate piano fingerings for polyphonic sheet music. International Transactions in Operational Research, Special Issue on Variable Neighbourhood Search. 24(3):509–535.. 2017.
Visualizing the evolution of alternative hit charts. The 18th International Society for Music Information Retrieval Conference (ISMIR) - Late Breaking Demo.. 2017.
The Effect of Repetitive Structure on Enjoyment in Uplifting Trance Music. 14th International Conference for Music Perception and Cognition (ICMPC). :280-282.. 2016.
MorpheuS: Automatic music generation with recurrent pattern constraints and tension profiles. IEEE TENCON.. 2016.
MorpheuS: constraining structure in automatic music generation. Dagstuhl seminar on Computational Music Structure Analysis.. 2016.
Music generation with structural constraints: an operations research approach. 30th Annual Conference of the Belgian Operational Research (OR) Society (ORBEL30). :37-39.. 2016.
Tension ribbons: Quantifying and visualising tonal tension. Second International Conference on Technologies for Music Notation and Representation (TENOR). 2:8-18.. 2016.
Uma abordagem baseada em programação linear inteira para a geração de solos de guitarra. XLVIII Simpósio Brasileiro de Pesquisa Operacional (SBPO).. 2016.
Classification and generation of composer-specific music using global feature models and variable neighborhood search. Computer Music Journal. 39(3):91.. 2015.
Compose ≡ compute. 4OR. 13:335–336.. 2015.
Composer Classification Models for Music-Theory Building. Computational Music Analysis.. 2015.
The effect of repetitive structure on enjoyment and altered states in uplifting trance music. 2nd International Conference on Music and Consciousness (MUSCON 2), Brighton.. 2015.
Generating Fingerings for Polyphonic Piano Music with a Tabu Search Algorithm. Mathematics and Computation in Music. 9110:149-160.. 2015.
Generating music with an optimization algorithm using a Markov based objective function. ORBEL29, Belgian Conference on Operations Research.. 2015.
Generating structured music for bagana using quality metrics based on Markov models. Expert Systems With Applications. 42 (21)(21):424–7435.. 2015.
Compose=Compute - Computer Generation And Classification Of Music Through Operations Research Methods. PhD Thesis, University of Antwerp. :250.. 2014.
Dance hit song prediction. Journal of New music Research. 43:302.. 2014.
First species counterpoint generation with VNS and vertical viewpoints. Annual Conference of the Belgian Operation Research Society (ORBEL28).. 2014.
Looking into the minds of Bach, Haydn and Beethoven: Classification and generation of composer-specific music.. 2014.
Markov Based Quality Metrics For Generating Structured Music With Optimization Techniques. Digital Music Research Network (DMNR+9).. 2014.
Composing Fifth Species Counterpoint Music With A Variable Neighborhood Search Algorithm. Expert Systems with Applications. 40. 2013.
Dance Hit Song Science. International Workshop on Music and Machine Learning.. 2013.
First species counterpoint generation with VNS and vertical viewpoints. Digital Music Research Network (DMNR+8).. 2013.
FuX, an Android app that generates counterpoint. IEEE Symposium on Computational Intelligence for Creativity and Affective Computing (CICAC). :48-55.. 2013.
Composing counterpoint musical scores with variable neighborhood search. Annual Conference of the Belgian Operation Research Society (ORBEL26).. 2012.
Composing first species counterpoint musical scores with a variable neighbourhood search algorithm. Journal of Mathematics and the Arts. 6:169-189.. 2012.
Tabu Search voor de optimalisatie van muzikale fragmenten. Faculty of Applied Economics. MSc Business Engineer Management Information Systems. 2005.