Publications and Scientific Contributions

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Publications

OpenMIC-2018: an Open Dataset for Multiple Instrument Recognition

Publication

Sep 26, 2018

  • Eric J. Humphrey, Simon Durand and Brian McFee.

  • International Society for Music Information Retrieval (ISMIR) 2018.

Vocals In Music Matter: The Importance of Vocals in the Minds of Listeners

Publication

Sep 24, 2018

  • Andrew Demetriou, Andreas Jansson, Aparna Kumar and Rachel Bittner.

  • International Society for Music Information Retrieval (ISMIR) 2018.

Wave-U-Net: A Multi-Scale Neural Network for End-to-End Audio Source Separation

Publication

Sep 24, 2018

  • Daniel Stoller, Sebastian Ewert and Simon Dixon.

  • International Society for Music Information Retrieval (ISMIR) 2018.

Revisiting Singing Voice Detection: A Quantitative Review and the Future Outlook

Publication

Sep 24, 2018

  • Kyungyun Lee, Keunwoo Choi and Juhan Nam.

  • International Society for Music Information Retrieval (ISMIR) 2018.

Machine Learning that Matters for Music Creation: A Case Study

Publication

Sep 03, 2018

  • Sturm, B., Ben-Tal, O., Monaghan, U., Collins, N., Herremans, D. Chew, E. Hadjeres, G. Deruty, E., Pachet, F.

  • (2018) Journal of New Music Research 48 (1), 36-55.

Understanding and Evaluating User Satisfaction with Music Discovery

Publication

Jul 18, 2018

  • Jean Garcia-Gathright, Brian St. Thomas, Christine Hosey, Zahra Nazari and Fernando Diaz.

  • ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) 2018.

Offline Comparative Evaluation with Incremental, Minimally-Invasive Online Feedback

Publication

Jul 07, 2018

  • Ben Carterette and Praveen Chandar.

  • ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR) 2018.

Jointly Detecting and Separating Singing Voice: A Multi-Task Approach

Publication

Jul 02, 2018

  • Daniel Stoller, Sebastian Ewert and Simon Dixon.

  • Latent Variable Analysis and Signal Separation (LVA/ICA) 2018.

Current Challenges and Visions in Music Recommender Systems Research

Publication

Jun 01, 2018

  • Markus Schedl, Hamed Zamani, Ching-Wei Chen, Yashar Deldjoo and Mehdi Elahi.

  • International Journal of Multimedia Information Retrieval (IJMIR) 2018.

Shift-Invariant Kernel Additive Modelling for Audio Source Separation

Publication

Apr 21, 2018

  • Delia Fano Yela, Sebastian Ewert, Ken O'Hanlon and Mark B. Sandler.

  • International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2018.

“Play PRBLMS”: Identifying and Correcting Less Accessible Content in Voice Interfaces

Publication

Apr 21, 2018

  • Aaron Springer and Henriette Cramer.

  • Conference on Human Factors in Computing Systems (CHI) 2018.

Challenges and Methods in Design of Domain-specific Voice Assistants

Publication

Apr 21, 2018

  • Sarah Mennicken, Ruth Brillman, Jennifer Thom and Henriette Cramer.

  • (workshop) UX of AI workshop at AAAI Spring Symposium 2018.

Assessing and Addressing Algorithmic Bias—But Before We Get There

Publication

Apr 21, 2018

  • Aaron Springer, Jean Garcia-Gathright and Henriette Cramer.

  • (workshop) UX of AI workshop at AAAI Spring Symposium 2018.

Adversarial Semi-Supervised Audio Source Separation applied to Singing Voice Extraction

Publication

Apr 15, 2018

  • Daniel Stoller, Sebastian Ewert and Simon Dixon.

  • International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 2018.

An Empirical Bayes Approach to Optimizing Machine Learning Algorithms

Publication

Dec 04, 2017

  • James McInerney.

  • Advances in Neural Information Processing Systems (NIPS) 2017.

Automatic Playlist Sequencing and Transitions

Publication

Oct 23, 2017

  • Rachel Bittner, Minwei Gu, Gandalf Hernandez, Eric J. Humphrey, Tristan Jehan, P. Hunter McCurry and Nicola Montecchio.

  • International Society for Music Information Retrieval (ISMIR) 2017.

Singing Voice Separation with Deep U-Net Convolutional Networks

Publication

Oct 23, 2017

  • Andreas Jansson, Eric J. Humphrey, Nicola Montecchio, Rachel Bittner, Aparna Kumar and Tillman Weyde.

  • International Society for Music Information Retrieval (ISMIR) 2017.

Mining Labeled Data from Web-Scale Collections for Vocal Activity Detection in Music

Publication

Oct 23, 2017

  • Eric J. Humphrey, Nicola Montecchio, Rachel Bittner, Andreas Jansson and Tristan Jehan.

  • International Society for Music Information Retrieval (ISMIR) 2017.

Learning a large scale vocal similarity embedding for music

Publication

Sep 08, 2017

  • Aparna Kumar, Rachel Bittner, Nicola Montecchio, Andreas Jansson, Eric Humphrey, Maria Panteli and Tristan Jehan.

  • (workshop) Music Discovery Workshop at The International Conference on Machine Learning (ICML) 2017.

Large-scale user modeling with recurrent neural networks for music discovery on multiple time scales

Publication

Aug 22, 2017

  • Cedric De Boom, Rohan Agrawal, Samantha Hansen, Esh Kumar, Romain Yon, Ching-Wei Chen, Thomas Demeester and Bart Dhoedt.

  • Multimedia Tools and Applications (2017): 1-23.

Moving parts surrounding conversational UX

Publication

May 06, 2017

  • Henriette Cramer and Jenn Thom.

  • (workshop short paper) Workshop on Conversational UX at Conference on Human Factors in Computing Systems (CHI) 2017.

Very Human Decisions in Machine Learning

Publication

May 06, 2017

  • Henriette Cramer and Jenn Thom.

  • (short position paper) AAAI Spring Symposium on Designing the User Experience of Machine Learning Systems 2017.

Generalization bound for kernel similarity learning

Publication

Dec 05, 2016

  • Michael Rabadi.

  • (workshop) Nips brains and bits workshop at Neural Information Processing Systems (NIPS) 2016.

Caring About Sharing: Couples’ Practices in Single User Device Access

Publication

Aug 21, 2016

  • Maia Jacobs, Henriette Cramer and Louise Barkhuus.

  • International Conference on Supporting Group Work (GROUP 2016)

A Plan for Sustainable MIR Evaluation

Publication

Aug 07, 2016

  • Brian McFee, Eric J. Humphrey and Julián Urbano.

  • International Society for Music Information Retrieval (ISMIR) 2016.

Local sounds & singing along in cars

Publication

May 27, 2016

  • Henriette Cramer.

  • (workshop position paper) Audio in Place Workshop at Mobile HCI 2016.

Passive Mobile Bandwidth Classification Using Short Lived TCP Connections

Publication

Dec 01, 2015

  • Foivos Michelinakis, Gunnar Kreitz, Riccardo Petrocco, Boxun Zhang and Joerg Widmer.

  • IFIP Wireless and Mobile Networking Conference (IFIP WMNC) 2015.

Logistic Matrix Factorization for Implicit Feedback Data

Publication

Dec 01, 2014

  • Chris Johnson.

  • (workshop) Workshop on Distributed Matrix Computations at Neural Information Processing Systems (NIPS) 2014.

Perceptual Analysis of the F-Measure for Evaluating Section Boundaries in Music

Publication

Dec 01, 2014

  • Oriol Nieto, Morwaread M. Farbood, Tristan Jehan and Juan Pablo Bello.

  • International Society for Music Information Retrieval (ISMIR) 2014.

Understanding User Behavior in Spotify

Publication

Dec 01, 2013

  • Boxun Zhang, Gunnar Kreitz, Marcus Isaksson, Javier Ubillos, Guido Urdaneta, Johan A. Pouwelse and Dick Epema.

  • IEEE International Conference on Computer Communications (INFOCOM) 2013.

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