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Proceedings of the 1st international ACM workshop on Music information retrieval with user-centered and multimodal strategies | 2011

The need for music information retrieval with user-centered and multimodal strategies

Cynthia C. S. Liem; Meinard Müller; Douglas Eck; George Tzanetakis; Alan Hanjalic

Music is a widely enjoyed content type, existing in many multifaceted representations. With the digital information age, a lot of digitized music information has theoretically become available at the users fingertips. However, the abundance of information is too large-scaled and too diverse to annotate, oversee and present in a consistent and human manner, motivating the development of automated Music Information Retrieval (Music-IR) techniques. In this paper, we encourage to consider music content beyond a monomodal audio signal and argue that Music-IR approaches with multimodal and user-centered strategies are necessary to serve real-life usage patterns and maintain and improve accessibility of digital music data. After discussing relevant existing work in these directions, we show that the field of Music-IR faces similar challenges as neighboring fields, and thus suggest opportunities for joint collaboration and mutual inspiration.


Archive | 2011

GENERATING A PLAYLIST

Geremy A. Heitz; Adam Berenzweig; Jason Weston; Ron Weiss; Sally A. Goldman; Thomas C. Walters; Samy Bengio; Douglas Eck; Jay M. Ponte; Ryan Michael Rifkin


international conference on learning representations | 2018

A Neural Representation of Sketch Drawings

David Ha; Douglas Eck


Archive | 2011

System and method for dynamic, feature-based playlist generation

Rich Gossweiler; Douglas Eck; Hrishikesh Aradhye; Tomas Izo


international symposium/conference on music information retrieval | 2012

BUILDING MUSICALLY-RELEVANT AUDIO FEATURES THROUGH MULTIPLE TIMESCALE REPRESENTATIONS

Philippe Hamel; Yoshua Bengio; Douglas Eck


Archive | 2017

Tuning Recurrent Neural Networks with Reinforcement Learning

Natasha Jaques; Shixiang Gu; Richard E. Turner; Douglas Eck


Archive | 2014

Adaptive music and video recommendations

David A. Ross; Christopher Tim Althoff; Huazhong Ning; Mohamad Tarifi; Douglas Eck


international conference on machine learning | 2018

A Hierarchical Latent Vector Modelfor Learning Long-Term Structure in Music

Adam Roberts; Jesse Engel; Colin Raffel; Curtis Hawthorne; Douglas Eck


international symposium/conference on music information retrieval | 2017

Counterpoint by Convolution

Cheng-Zhi Anna Huang; Tim Cooijmans; Adam Roberts; Aaron C. Courville; Douglas Eck


Archive | 2017

Hierarchical Variational Autoencoders for Music

Adam Roberts; Jesse Engel; Douglas Eck

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