DocumentCode :
3268470
Title :
The Influence of Chord Duration Modeling on Chord and Local Key Extraction
Author :
Pauwels, Johan ; Martens, Jean-Pierre ; Leman, Marc
Author_Institution :
Dept. of Electron. & Inf. Syst., Ghent Univ., Ghent, Belgium
Volume :
2
fYear :
2011
fDate :
18-21 Dec. 2011
Firstpage :
136
Lastpage :
141
Abstract :
In this paper, we investigate the effect of different types of chord duration modeling on the performance of a simultaneous chord and local key extraction system. Two hypotheses are examined, (1) whether the introduction of multiple states per key-chord combination makes any difference as it changes the prior duration from a geometric distribution to a negative binomial distribution, and (2) whether making the prior mean duration of a key-chord combination a function of the chord has a positive effect. We found that the introduction of multiple states per key-chord has no influence on neither key nor chord extraction performance, but making the mean duration a function of the chord interpreted in its key leads to an increase in the key estimation capabilities.
Keywords :
binomial distribution; information retrieval; music; Western polyphonic music; chord duration modeling; chord extraction system; geometric distribution; key estimation capabilities; key-chord combination; local key extraction system; mean duration; music information retrieval; negative binomial distribution; Acoustics; Data mining; Data models; Harmonic analysis; Hidden Markov models; Psychoacoustic models; Vectors; chord extraction; duration modeling; key extraction; music information retrieval;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Machine Learning and Applications and Workshops (ICMLA), 2011 10th International Conference on
Conference_Location :
Honolulu, HI
Print_ISBN :
978-1-4577-2134-2
Type :
conf
DOI :
10.1109/ICMLA.2011.141
Filename :
6147662
Link To Document :
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