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Eric J. Humphrey

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Publications


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Publications

Conferences
E. J. Humphrey, S. Durand, B. McFee OpenMIC-2018: an open dataset for multiple instrument recognition ISMIR 2018
A. Jansson, E. J. Humphrey, N Montecchio, R Bittner, A Kumar, T Weyde Singing voice separation with deep U-Net convolutional networks ISMIR 2017
E. J. Humphrey, N Montecchio, R Bittner, A Jansson, T Jehan Mining labeled data from web-scale collections for vocal activity detection in music ISMIR 2017
R. M. Bittner, M. Gu, G. Hernandez, E. J.Humphrey, T. Jehan, P. H. McCurry, N. Montecchio Automatic playlist sequencing and transitions ISMIR 2017
B. McFee, E. J. Humphrey, J. Urbano A Plan for Sustainable MIR Evaluation. ISMIR 2016
E. J. Humphrey, J. P. Bello Four Timely Insights on Automatic Chord Estimation. ISMIR 2015
B. McFee, E. J. Humphrey, J. P. Bello A Software Framework for Musical Data Augmentation ISMIR 2015
C Raffel, B McFee, EJ Humphrey, J Salamon, O Nieto, D Liang, DPW Ellis mir_eval: A Transparent Implementation of Common MIR Metrics ISMIR 2014
E. J. Humphrey, J. P. Bello From music audio to chord tablature: Teaching deep convolutional networks to play guitar ICASSP 2014
E. J. Humphrey, O. Nieto, J. P. Bello Data Driven and Discriminative Projections for Large-Scale Cover Song Identification. ISMIR 2013
E. J. Humphrey, J. P. Bello Rethinking automatic chord recognition with convolutional neural networks ICMLA 2012
E. J. Humphrey, T. Cho, J. P. Bello Learning a robust tonnetz-space transform for automatic chord recognition ICASSP 2012
E. J. Humphrey, J. P. Bello, Y. LeCun Moving Beyond Feature Design: Deep Architectures and Automatic Feature Learning in Music Informatics ISMIR 2012
O. Nieto, E. J. Humphrey, J. P. Bello Compressing Music Recordings into Audio Summaries ISMIR 2012
E. J. Humphrey, A. P. Glennon, J. P. Bello Non-linear semantic embedding for organizing large instrument sample libraries ICMLA 2011
E. J. Humphrey Automatic Characterization of Digital Music for Rhythmic Auditory Stimulation ISMIR 2010
A. Mattek, M. Freeman, E. J. Humphrey Revisiting Cagean Composition Methodology with a Modern Computational Implementation NIME 2010
E. J. Humphrey, C. Leider The Navi activity monitor: On using kinematic data to humanize computer music NIME 2009
Journals
E. J. Humphrey, S. Reddy, P. Seetharaman, A. Kumar, R. M. Bittner, A. Demetriou, S. Gulati, A. Jansson, T. Jehan, B. Lehner, A. Kruspe, L. Yang An Introduction to Singing Voice analysis IEEE SPM Special Issue on Music Signal Processing, pp. 2019
T. M. Esparza, J. P. Bello, E. J. Humphrey From genre classification to rhythm similarity: Computational and musicological insights Journal of New Music Research 44 (1), pp. 39-57 2015
E. J. Humphrey, J. P. Bello, Y. LeCun Feature Learning and Deep Architectures: New Directions for Music Informatics Journal of Intelligent Information Systems 41 (3), pp. 461-481 2013
Patents
E. J. Humphrey, S. K. Rits, J. Boley, O. Masciarotte Detection system and method for mobile device application 8,713,593 21 2014
A. Glennon, E. J. Humphrey, B. Slavin, S. Rosenberg Apparatus and method for audio fingerprinting US Patent App. 13/941,727 2014
E. J. Humphrey Automatic analysis and manipulation of digital musical content for synchronization with motion US Patent App. 12/830,821 2012
Theses
E. J. Humphrey An exploration of deep learning in content-based music informatics New York University New York City, NY 2015
E. J. Humphrey A computational system for the automatic creation of music playlists for rhythmic auditory stimulation in recreational running University of Miami Coral Gables, FL 2009
Miscellaneous
A. Kumar, R. M. Bittner, N. Montecchio, A. Jansson, M. Panteli, E. J. Humphrey, T. Jehan Learning a Large-Scale Vocal Similarity Embedding for Music Workshop on Machine Learning for Music Discovery 2017
E. J. Humphrey Deep Manifold Learning for Music Audio Workshop on Machine Learning for Music Discovery 2017
R. M. Bittner, E. J. Humphrey, J. P. Bello Pysox: Leveraging the audio signal processing power of sox in python 2016
B. McFee, E. J. Humphrey, O. Nieto, J. Salamon, R. Bittner, J. Forsyth, J. P. Bello Pump up the JAMS: V0. 2 and beyond 2015
E. J. Humphrey, D. Turnbull, T. Collins A brief review of creative MIR 2013
A. Anglade, E. J. Humphrey, E. Schmidt, S. Stober, M. Sordo Demos and late-breaking session of the 13th ISMIR Conference Computer Music Journal 2013