Publications


M Won, S Chun, O Nieto, and X Serra, “Automatic Music Tagging with Harmonic CNN” Late-breaking Demo, ISMIR 2019.

D Bogdanov, A Porter, PTovstogan, and M Won, “Emotion and Theme Recognition in Music using Jamendo” MediaEval Challenge 2019.

M Won, S Chun, and X Serra, “Toward Interpretable Music Tagging with Self-Attention” ArXiv 1906.04972 [pdf]

M Won, S Chun, and X Serra, “Visualizing and Understanding Self-attention based Music Tagging” International Conference on Machine Learning (ICML) 2019, Machine Learning for Music Discovery Workshop. [pdf] [video]

D Bogdanov, M Won, P Tovstogan, A Porter, and X Serra, “The MTG-Jamendo Dataset for Automatic Music Tagging” International Conference on Machine Learning (ICML) 2019, Machine Learning for Music Discovery Workshop. [pdf]

J Kim, M Won, C Liem, and A Hanjalic, “Towards Seed-Free Music Playlist Generation: Enhancing Collaborative Filtering with Playlist Title Information” Proceedings of the ACM Recommender Systems Challenge 2018. ACM, 2018. [pdf]

J Kim, M Won, X Serra, and C Liem, “Transfer Learning of Artist Group Factors to Musical Genre Classification.” Companion of the The Web Conference 2018 on The Web Conference 2018. International World Wide Web Conferences Steering Committee, 2018. [arxiv]

C Kim, J Kim, K Kim, and M Won, “Single and Multi Column Neural Networks for Content-based Music Genre Recognition”. MediaEval 2017. [pdf]

M Won, ”Understanding Internal Semantics of Deep Learning Models for Electronic Music”. M.S. Thesis, Universitat Pompeu Fabra, 2017.

S Won, “Vinyl Record Information Retrieval via Audio Fingerprinting and Image Processing”. M.S. Thesis, Seoul National University, 2015.

J Kim, S Won, and K. Lee, “Non-Tagging-Based Tabletop TUI(Tangible User Interface) for Musical Expression”. in HCI Korea 2014, 2014.2, 925-928.