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Emotion-aware music tower blocks (EMOMTB): an intelligent audiovisual interface for music discovery and recommendation

Computer Science

Emotion-aware music tower blocks (EMOMTB): an intelligent audiovisual interface for music discovery and recommendation

A. B. Melchiorre, M. Schedl, et al.

Discover EmoMTB, an innovative music exploration system designed by researchers Alessandro B Melchiorre, Markus Schedl, David Penz, Christian Ganhör, Oleg Lesota, Vasco Fragoso, Florian Fritzl, Emilia Parada-Cabaleiro, and Franz Schubert. Navigate a vibrant 'music city' where tracks are visually represented as colored cubes, allowing you to delve into familiar and new genres while experiencing emotional feedback.

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Playback language: English
Abstract
Current music streaming and recommendation services, while useful, suffer from unidimensional interaction (sequential track lists) and biases (position and popularity bias). This paper introduces EmoMTB, an intelligent audiovisual music exploration system. EmoMTB uses a city metaphor, where tracks are visualized as colored cubes in buildings, with similar tracks clustered together. Users navigate this 'music city' via smartphone, exploring both familiar and unfamiliar genres. The system integrates an emotion-aware recommendation system, re-ranking suggestions based on user-identified emotion or collective emotion from EmoMTB's Twitter channel. Evaluation involved quantifying clustering homogeneity, measuring emotion prediction accuracy, and conducting a user survey.
Publisher
International Journal of Multimedia Information Retrieval
Published On
Jun 02, 2023
Authors
Alessandro B Melchiorre, Markus Schedl, David Penz, Christian Ganhör, Oleg Lesota, Vasco Fragoso, Florian Fritzl, Emilia Parada-Cabaleiro, Franz Schubert
Tags
music streaming
recommendation system
emotion recognition
visualization
user interaction
emotional music exploration
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