Automatic Music Tagging with Time Series Models
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review
Author(s)
Related Research Unit(s)
Detail(s)
Original language | English |
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Title of host publication | Proceedings of the 11th International Society for Music Information Retrieval Conference |
Subtitle of host publication | ISMIR 2010 |
Editors | J. Stephen Downie, Remco C. Veltkamp |
Publisher | International Society for Music Information Retrieval |
Pages | 81-86 |
ISBN (electronic) | 9789039353813 |
Publication status | Published - Aug 2010 |
Conference
Title | 11th International Society for Music Information Retrieval Conference (ISMIR 2010) |
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Place | Netherlands |
City | Utrecht |
Period | 9 - 13 August 2010 |
Link(s)
Abstract
State-of-the-art systems for automatic music tagging model music based on bag-of-feature representations which give little or no account of temporal dynamics, a key characteristic of the audio signal. We describe a novel approach to automatic music annotation and retrieval that captures temporal (e.g., rhythmical) aspects as well as timbral content. The proposed approach leverages a recently proposed song model that is based on a generative time series model of the musical content - the dynamic texture mixture (DTM) model - that treats fragments of audio as the output of a linear dynamical system. To model characteristic temporal dynamics and timbral content at the tag level, a novel, efficient hierarchical EM algorithm for DTM (HEM-DTM) is used to summarize the common information shared by DTMs modeling individual songs associated with a tag. Experiments show learning the semantics of music benefits from modeling temporal dynamics. © 2010 International Society for Music Information Retrieval.
Citation Format(s)
Automatic Music Tagging with Time Series Models. / Coviello, Emanuele; Barrington, Luke; Chan, Antoni B. et al.
Proceedings of the 11th International Society for Music Information Retrieval Conference: ISMIR 2010. ed. / J. Stephen Downie; Remco C. Veltkamp. International Society for Music Information Retrieval , 2010. p. 81-86.
Proceedings of the 11th International Society for Music Information Retrieval Conference: ISMIR 2010. ed. / J. Stephen Downie; Remco C. Veltkamp. International Society for Music Information Retrieval , 2010. p. 81-86.
Research output: Chapters, Conference Papers, Creative and Literary Works › RGC 32 - Refereed conference paper (with host publication) › peer-review