For an updated bio and list of publications, please see here.
Dorien Herremans is currently a Marie Curie Postdoctoral Fellow at C4DM, Queen Mary University of London. She got her PhD on the topic of Computer Generation and Classification of Music through Operations Research Methods (Compose≡Compute - Generating and Classifying Music through Operations Research Methods). She graduated as a commercial engineer in management information systems at the University of Antwerp in 2005. After that, she worked as a Drupal consultant and was an IT lecturer at the Les Roches University in Bluche, Switzerland. She also worked as a mandaatassistent at the University of Antwerp, in the domain of operations managment, supply chain management and operations research. Her current research focuses on applications of OR in the field of music. She has developed a variable neighbourhood search algorithm that can compose or generate fifth species counterpoint, with composer specific characteristics, which was implemented as an Android app. This algorithm was later expanded to generate structured music for bagana, by combining it with machine learned models, in collaboration with the lrn2cre8 project. She has also developed models for the dance hit prediction problem. Currently, her focus is on combining machine learning and optimization algorithms to generate polyphonic music with long term coherence by using pattern detection and tension profiles (MorpheuS).
- MorpheuS: generating music with long term structure
- A model for tonal tension based on the spiral array
- Generating counterpoint with optimization techniques
- Generating music with composer specific characteristics (Android app FuX).
- Dance hit song prediction
- Combining machine learning for evaluating music in an optimization context. Generating bagana music.
- Generating automatic piano fingerings with Iterated Local Search
Ad-hoc reviewer: European Journal of Operations Research (EJOR), Journal of New Music Research, Expert Systems With Applications, ACM Transactions on Intelligent Systems and Technology, IEEE/ACM Transactions on Audio, Speech and Language Processing, International Conference on Fuzzy System and Data Mining (FSDM), Springer book on Computational Music Analysis, MUME (International Workshop on Musical Metacreation)
PC-member: ISMIR (International Society of Music Information Retrieval), CP (International Conference on Principle and Practice of Constraint Programming), MCM (International Conference on Mathematics and Music), MML (International Workshop on Music and Machine Learning, part of ECML/PKDD).
Part of the Music Performance and Expression group MuPaE, the ANT/OR research group in Antwerp and the Music Informatics Group in San Sebastian. For an up to date list of publications and talks, see here.
List of presentations
[bibtex file=presentations.bib author="Herremans, Dorien"]