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Representation Learning for Image-based Music Recommendation

Authors :
Hsia, Chih-Chun
Lai, Kwei-Herng
Chen, Yian
Wang, Chuan-Ju
Tsai, Ming-Feng
Publication Year :
2018

Abstract

Image perception is one of the most direct ways to provide contextual information about a user concerning his/her surrounding environment; hence images are a suitable proxy for contextual recommendation. We propose a novel representation learning framework for image-based music recommendation that bridges the heterogeneity gap between music and image data; the proposed method is a key component for various contextual recommendation tasks. Preliminary experiments show that for an image-to-song retrieval task, the proposed method retrieves relevant or conceptually similar songs for input images.<br />Comment: 2 pages, LBRS@RecSys'18

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1808.09198
Document Type :
Working Paper