TY - JOUR
T1 - Music relationship visualization based on melody piece transition using conditional divergence
AU - Maekaku, Takashi
AU - Kasai, Hiroyuki
N1 - Funding Information:
1 This work is supported in part by the National Institute of Information and Communications Technology (NICT), Japan, under the new generation network R&D program for innovative network virtualization platform and its application. Takashi Maekaku and Hiroyuki Kasai are with the Graduate School of Information Systems, The University of Electro-Communications, Tokyo, 182-8585, Japan (e-mail: {maekaku, kasai}@appnet.is.uec.ac.jp).
PY - 2012
Y1 - 2012
N2 - This paper presents a proposal for music mapping considering melody piece transition for a browsing system to visualize mood distances among music. Especially, we use the Melodies Markov model proposed in an earlier report to calculate some Conditional Divergences and to express a music relationship on a 2-D map applying two dimension reduction methods: Principal Component Analysis and Hermitian Form Model. We also compare these combinations of distance measure and mapping method and analyze which is useful for visualization of the relevance among genres or the relevance among artists.
AB - This paper presents a proposal for music mapping considering melody piece transition for a browsing system to visualize mood distances among music. Especially, we use the Melodies Markov model proposed in an earlier report to calculate some Conditional Divergences and to express a music relationship on a 2-D map applying two dimension reduction methods: Principal Component Analysis and Hermitian Form Model. We also compare these combinations of distance measure and mapping method and analyze which is useful for visualization of the relevance among genres or the relevance among artists.
KW - Conditional divergence
KW - Hermitian form model
KW - Markov chain
KW - Music browsing system
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U2 - 10.1109/TCE.2012.6311349
DO - 10.1109/TCE.2012.6311349
M3 - Article
AN - SCOPUS:84867318170
VL - 58
SP - 1006
EP - 1012
JO - IEEE Transactions on Consumer Electronics
JF - IEEE Transactions on Consumer Electronics
SN - 0098-3063
IS - 3
M1 - 6311349
ER -