Identification
Personal identification
- Full name
- Matthew Edward Price Davies
Citation names
- Matthew E. P. Davies
Author identifiers
- Ciência ID
- 7216-935C-1282
- ORCID iD
- 0000-0002-1315-3992
- Google Scholar ID
- BBkGcE8AAAAJ
- Researcher Id
- K-1701-2014
- Scopus Author Id
- 55349903900
Email addresses
- mepdavies@dei.uc.pt (Professional)
Websites
- https://cisuc.uc.pt/en/people/matthew-davies (Professional)
- http://mepdavies.github.io/ (Personal)
Knowledge fields
- Engineering and Technology - Electrotechnical Engineering, Electronics and Informatics - Electrical and Electronic Engineering
Education
Degree | Classification | |
---|---|---|
2007/08/31
Concluded
|
PhD in Electronic Engineering (Doctor of Philosophy)
Queen Mary University of London, United Kingdom
"Towards Automatic Rhythmic Accompaniment" (THESIS/DISSERTATION)
|
|
2001/07
Concluded
|
Computer Systems with Electronics (Bachelor)
King's College London, United Kingdom
"Evaluation of Audio Source Separation Algorithms" (THESIS/DISSERTATION)
|
1st Class Honours |
Affiliation
Science
Category Host institution |
Employer | |
---|---|---|
2020/01/01 - 2021/11/30 | Principal Investigator (Research) | Universidade de Coimbra Centro de Informatica e Sistemas, Portugal |
Universidade de Coimbra Centro de Informatica e Sistemas, Portugal | ||
2016/12/01 - 2019/12/31 | Principal Investigator (Research) | Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal |
2013/12/01 - 2016/11/30 | Postdoc (Research) | Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal |
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal | ||
2013/03/01 - 2013/11/30 | Postdoc (Research) | National Institute of Advanced Industrial Science and Technology (AIST), Japan |
2011/04/19 - 2013/02/28 | Postdoc (Research) | Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal |
2007/04/01 - 2011/04/15 | Postdoc (Research) | Queen Mary University of London School of Electronic Engineering and Computer Science, United Kingdom |
Teaching in Higher Education
Category Host institution |
Employer | |
---|---|---|
2015 - 2019 | Invited Assistant Professor (University Teacher) | Universidade do Porto Faculdade de Engenharia, Portugal |
Universidade do Porto Faculdade de Engenharia, Portugal |
Positions / Appointments
Category Host institution |
Employer | |
---|---|---|
2014/10/01 - 2019/12/31 | Co-ordinator of the Sound and Music Computing Group | Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal |
Projects
Grant
Designation | Funders | |
---|---|---|
2013/12/01 - 2016/11/30 | Downbeat Detection in Musical Audio
SFRH/BPD/88722/2012
Post-doc
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
|
Fundação para a Ciência e a Tecnologia
Concluded
|
2011/04/18 - 2013/02/28 | Shake-It: Mechanisms of Groove and Applications
PTDC/EAT-MMU/112255/2009
Post-doc
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal
|
Fundação para a Ciência e a Tecnologia
Concluded
|
Contract
Designation | Funders | |
---|---|---|
2018/10/01 - 2021/09/30 | The Healing and Emotional Power of Music and Dance
PTDC/ART-PER/29641/2017
Universidade Nova de Lisboa, Portugal
Universidade de Lisboa Faculdade de Motricidade Humana, Portugal Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal |
Fundação para a Ciência e a Tecnologia
Ongoing
|
2016/12/01 - 2019/12/31 | CompMash - Music compatibility models for interactive mashup applications
IF/01566/2015/CP1304/CT0001
Instituto de Engenharia de Sistemas e Computadores, Portugal
|
Fundação para a Ciência e a Tecnologia
Concluded
|
Outputs
Publications
Book chapter |
|
Conference abstract |
|
Conference paper |
|
Edited book |
|
Journal article |
|
Online resource |
|
Preface / Postscript |
|
Activities
Oral presentation
Presentation title | Event name Host (Event location) |
|
---|---|---|
2021/02/03 | Connecting ethnomusicology and machine learning: Multidisciplinary analysis of Maracatu de Baque Solto | RITMO Centre for Interdisciplinary Studies in Rhythm, Time and Motion Seminars (invited)
RITMO Centre for Interdisciplinary Studies in Rhythm, Time and Motion, University of Oslo (Oslo, Norway)
|
2020/12/09 | Analysing the musical surface of Maracatu de Baque Solto | Open Classes on Sound Design (invited)
University of Coimbra (Coimbra, Portugal)
|
2020/04/08 | Musical audio beat tracking for creative content repurposing | Cognitive and Media Systems group at CISUC (invited)
CISUC (Coimbra, Portugal)
|
2019/05/27 | Experiments in beat tracking as a 'late adopter' of deep learning | Berling Music Information Retrieval Meetup (invited)
TU Berlin (Berlin, Germany)
|
2018/12/14 | Towards musical bandwidth expansion using convolutional autoencoders | TU Wien Informatics Seminar (invited)
TU Wien (Vienna, Austria)
|
2018/10/23 | Creative Applications of Music Information Research | Data Science Portugal (DSPT) (invited)
Department of Science and Technology (DCT) of the University Portucalense (Porto, Portugal)
|
2018/10/18 | Finding the beat in music signals.. .and then? | Interdisciplinary Seminar: Acoustics and the study of sounds (invited)
INET MD / New University of Lisbon (Lisbon, Portugal)
|
2017/07/04 | Beat tracking evaluation from the MIR perspective: How we try to measure if computer algorithms can tap the beat | 16th Rhythm Production and Perception Workshop (keynote)
Birmingham City University (Birmingham, United Kingdom)
|
2017/03/19 | Real-time beat tracking with undergraduates: A report on the 2017 Signal Processing Cup | Musical Rhythm: Cross-Disciplinary and Multi-Cultural Perspectives III (invitation-only workshop)
NYU Abu-Dhabi Institute (Abu Dhabi, United Arab Emirates)
|
2016/03/01 | Temporal Precision in the Evaluation of Music Structure Estimation Algorithms | Dagstuhl Seminar 16092 Computational Music Structure Analysis (invitation-only workshop)
Schloss Dagstuhl (Dagstuhl, Germany)
|
2015/09/24 | Harmonic Mixing based on Sensory Roughness | DMT Lab seminar (invited)
Birmingham City University
|
2015/02/25 | Towards Automatic Multi-song Music Mashups (invited) | Special Session on Composing by Listening, Learning & Remixing in the ESART Forum
IPCB (Castelo Branco, Portugal)
|
2014/10/13 | Evaluating the evaluation measures for beat tracking | Cross-Disciplinary and Multi-Cultural Perspectives on Musical Rhythm and Improvisation II (invitation-only workshop)
NYU Abu Dhabi Institute
|
Supervision
Thesis Title Role |
Degree Subject (Type) Institution / Organization |
|
---|---|---|
2019/10/01 - Current | Video-based Music Generation
Supervisor
|
Engenharia Electrotécnica e de Computadores (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2016/10/01 - Current | Content-based creative manipulation of music signals
Supervisor
|
Media Digitais (PhD)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2019/10/01 - 2020/07/25 | Multi-channel approaches for musical audio content analysis
Co-supervisor
|
MSc in Engenharia Electrotécnica e de Computadores, 2020 (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2018/10/01 - 2019/07/17 | Soundscape Generation Using Web Audio Archives
Co-supervisor
|
Multimédia (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2018/10/01 - 2019/07/11 | Real-Time Audio Fingerprinting for Advertising Detection in Streaming Broadcast Content
Co-supervisor
|
Engenharia Electrotécnica e de Computadores (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2019 - 2019 | Musical Cross Synthesis using Matrix Factorisation
Supervisor
|
Engenharia Electrotécnica e de Computadores (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2018 - 2018 | Audição Musical Afetiva: Recurso a expressões faciais para recomendação musical
Supervisor
|
Multimédia (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2016/10/01 - 2017/07/12 | Automatic transcription of vocalized percussion
Co-supervisor
|
Engenharia Electrotécnica e de Computadores (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2016/10/01 - 2017/07/12 | Interactive Manipulation of Musical Melody in Audio Recordings
Co-supervisor
|
Engenharia Electrotécnica e de Computadores (Master)
Universidade do Porto Faculdade de Engenharia, Portugal
|
2015/10/05 - 2016/06/30 | Music Compatibility Models and Transformations for Harmonic Mixing
Supervisor
|
Computer Science (Master)
Politecnico di Milano Dipartimento di Elettronica Informazione e Bioingegneria, Italy
|
2015/10/05 - 2016/06/30 | Rhythmic Compatibility for Music Mixing
Supervisor
|
Computer Science (Master)
Politecnico di Milano Dipartimento di Elettronica Informazione e Bioingegneria, Italy
|
2016 - 2016 | Cousax - Sistema de apoio e desenvolvimento a iniciantes de instrumento musical
Co-supervisor
|
Engenharia de Redes e Sistemas Informáticos (Master)
Universidade do Porto Faculdade de Ciências, Portugal
|
Event organisation
Event name Type of event (Role) |
Institution / Organization | |
---|---|---|
2021 - 2021 | Ubiquitous Music 2021 (2021/09/06 - 2021/09/08)
Conference (Member of the Organising Committee)
|
Universidade do Porto Faculdade de Engenharia, Portugal |
2019 - 2019 | WIMIR Workshop: Building and Evaluating a Musical Audio Beat Tracking System (2019/11/03 - 2019/11/03)
Workshop (Member of the Organising Committee)
|
Technische Universiteit Delft, Netherlands |
2018 - 2018 | DAFx 2018 — 21th International Conference on Digital Audio Effects Conference (2018/09/04 - 2018/09/08)
Conference (Co-organisor)
|
Universidade de Aveiro Instituto de Engenharia Eletrónica e Informática de Aveiro, Portugal |
2017 - 2017 | CMMR 2017 — 13th International Symposium on Computer Music Multidisciplinary Research (2017/09/25 - 2017/09/28)
Conference (Co-organisor)
|
Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal |
2016 - 2017 | IEEE Signal Processing Cup 2017 (2017/03/05 - 2017/03/05)
Other (Co-organisor)
|
IEEE Signal Processing Society, United States |
2014 - 2014 | Introduction to musical beat tracking and creative transformations in MATLAB: SINFO XXI Workshop (2014/02/25 - 2014/02/25)
Workshop (Member of the Organising Committee)
|
Universidade de Lisboa Instituto Superior Técnico, Portugal |
2012 - 2012 | Workshop on the Multidisciplinary Aspects of Groove in Music (2012/10/13 - 2012/10/13)
Workshop (Co-organisor)
|
Universidade Católica Portuguesa Centro de Investigação em Ciência e Tecnologia das Artes, Portugal |
2010 - 2010 | Machine Listening Workshop (2010/12/20 - 2010/12/20)
Workshop (Co-organisor)
|
Queen Mary University of London School of Electronic Engineering and Computer Science, United Kingdom |
Jury of academic degree
Topic Role |
Candidate name (Type of degree) Institution / Organization |
|
---|---|---|
2021/01/14 | Towards Global Tempo Estimation and Rhythm-oriented Genre Classification Based on Harmonic Characteristics of Rhythm
Thesis Member
|
Hadrien Foroughmand Aarabi (PhD)
Sorbonne Université, France
|
2019/12/16 | Automatic Drum Transcription Using Deep Learning
(Thesis) Arguer
|
Carl Southall (PhD)
Birmingham City University Faculty of Technology Engineering and the Environment, United Kingdom
|
2019/11/12 | Multi-Scale Computational Rhythm Analysis: A Framework for Sections, Downbeats, and Microtiming
(Thesis) Arguer
|
Magdalena Fuentes (PhD)
Université Paris-Saclay, France
|
2019/05/08 | Emotion-based Analysis and Classification of Audio Music
Thesis Member
|
Renato Eduardo Silva Panda (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
|
2018/12/13 | Deep Learning Methods for Drum Transcription and Drum Pattern Generation
(Thesis) Arguer
|
Richard Vogl (PhD)
Johannes Kepler Universität Linz, Austria
|
2018/12/05 | Multi-Scale and Multi-Dimensional Modelling of Musical Structure with Polytopic Graphs
Thesis Member
|
Corentin Louboutin (PhD)
Université de Rennes 1, France
|
2018/04/25 | Similarity and Style in Electronic Dance Music Drum Rhythms
President of the jury
|
Daniel Gómez Marín (PhD)
Universitat Pompeu Fabra Departament de Tecnologies de la Informació i les Comunicacions, Spain
|
2017/09/19 | Modèles de compression et critères de complexité pour la description et l'inférence de structure musicale
Thesis Member
|
Courentin Guichaoua (PhD)
Université de Rennes 1, France
|
2017/04/27 | Emotion-based Analysis and Classification of Music Lyrics
Thesis Member
|
Ricardo Manuel da Silva Malheiro (PhD)
Universidade de Coimbra Faculdade de Ciencias e Tecnologia, Portugal
|
2015/01/08 | Machine Learning Techniques for Music Information Retrieval
Thesis Member
|
Gonçalo Caetano Marques (PhD)
Universidade de Lisboa Faculdade de Ciências, Portugal
|
Association member
Society Organization name | Role | |
---|---|---|
2008/01/01 - 2019/12/31 | IEEE | Member |
Committee member
Activity description Role |
Institution / Organization | |
---|---|---|
2018 - Current | CMMR Steering Committee
Member
|
Laboratoire PRISM Perception Représentations Image Son Musique, France |
Conference scientific committee
Conference name | Conference host | |
---|---|---|
2021 - Current | Rhythm Production and Perception Workshop | |
2018 - Current | International Conference on Digital Audio Effects (DAFx) | |
2017 - Current | International Symposium on Computer Music Multidisciplinary Research (CMMR) | |
2012 - Current | Sound and Music Computing Conference (SMC) | |
2005 - Current | International Society for Music Information Retrieval Conference (ISMIR) | |
2018 - 2018 | Workshop on Intelligent Music Interfaces for Listening and Creation (MILC) | |
2018 - 2018 | International Conference on Live Interfaces (ICLI) | |
2017 - 2017 | Semantic Audio | |
2015 - 2015 | Immersive Media Experiences |
Consulting
Activity description | Institution / Organization | |
---|---|---|
2016/02/01 - 2016/04/30 | MaRTA - Musical Rhythm Transformation Analysis. Consultancy for UK media company LickWorX Ltd | Instituto de Engenharia de Sistemas e Computadores Tecnologia e Ciência, Portugal |
Course / Discipline taught
Academic session | Degree Subject (Type) | Institution / Organization | |
---|---|---|---|
2017 - 2019 | Interactive Music | Multimédia (Mestrado) | Universidade do Porto Faculdade de Engenharia, Portugal |
2015 - 2016 | Analysis and Procedural Generation of Musical Content | Multimédia (Mestrado) | Universidade do Porto Faculdade de Engenharia, Portugal |
Evaluation committee
Activity description Role |
Institution / Organization | Funding entity | |
---|---|---|---|
2019 - 2019 | Austrian Science Fund (FWF) - Funding Reviewer
Evaluator
|
Fonds zur Förderung der wissenschaftlichen Forschung | |
2018 - 2018 | Dutch Research Council (NWO) - Funding reviewer
Evaluator
|
Nederlandse Organisatie voor Wetenschappelijk Onderzoek | |
2017 - 2017 | Regional Program STIC-AmSud 2017 - Funding reviewer
Evaluator
|
Journal scientific committee
Journal title (ISSN) | Publisher | |
---|---|---|
2021 - Current | Multimodal Technologies | MDPI |
2020 - Current | Transactions of the International Society for Music Information Retrieval (Editor) | Ubiquity Press |
2019 - Current | Transactions of the International Society for Music Information Retrieval (reviewer) | Ubiquity Press |
2017 - Current | Music Perception: An interdisciplinary journal | University of California Press |
2016 - Current | Psychology of Music | Sage |
2007 - Current | IEEE/ACM Transactions on Audio, Speech, and Language Processing (reviewer) | IEEE Signal Processing Society |
2006 - Current | Journal of New Music Research | Routledge |
2014 - 2018 | IEEE/ACM Transactions on Audio, Speech, and Language Processing (Associate Editor) | IEEE Signal Processing Society |
2014 - 2018 | EURASIP Journal on Audio, Speech, and Music Processing | EURASIP |
2017 - 2017 | Frontiers in Psychology | Frontiers |
2015 - 2016 | Data Mining and Knowledge Discovery | Springer |
Distinctions
Award
2020 | ISMIR 2020 Scientific Committee Award for Best Evaluation |
2015 | Best Paper Award: 18th International Conference on Digital Audio Effects (DAFx-15) |
Other distinction
2018 | Certificate of Merit for "outstanding editorial board service" for the IEEE/ACM Transactions on Audio, Speech, and Language
Processing
IEEE Signal Processing Society, United States
|