Title :
Extraction of groove feelings from drum data using non-negative matrix factorization
Author :
Ohya, Yuji ; Nakamura, Kentaro ; Tokunaga, Tomochika
Author_Institution :
Grad. Sch. of Adv. Math. Sci., Meiji Univ., Kawasaki, Japan
Abstract :
In this paper, we propose the algorithm to extract the groove feeling from drum data. In the previous researches, extraction of the groove feeling requires pre-separated acoustic sources. We employed non-negative matrix factorization (NMF) to make separated information on hitting time from monaural wave data in which multiple acoustic sources are mixed. We applied our algorithm to a drum data and obtained a difference of time fluctuations among instruments, which relates to groove feeling and impression. The result implies that the proposed algorithm can extract some sensitive differences of nuance of drumming.
Keywords :
acoustic signal processing; feature extraction; matrix decomposition; musical acoustics; NMF; acoustic sources; drum data; groove feeling extraction; monaural wave data; nonnegative matrix factorization; time fluctuations; Music information processing; NMF; groove feeling;
Conference_Titel :
Soft Computing and Intelligent Systems (SCIS) and 13th International Symposium on Advanced Intelligent Systems (ISIS), 2012 Joint 6th International Conference on
Conference_Location :
Kobe
Print_ISBN :
978-1-4673-2742-8
DOI :
10.1109/SCIS-ISIS.2012.6505312