A statistical physics view of pitch fluctuations in the classical music from Bach to Chopin: evidence for scaling.

Because classical music has greatly affected our life and culture in its long history, it has attracted extensive attention from researchers to understand laws behind it. Based on statistical physics, here we use a different method to investigate classical music, namely, by analyzing cumulative dist...

Full description

Bibliographic Details
Main Authors: Lu Liu, Jianrong Wei, Huishu Zhang, Jianhong Xin, Jiping Huang
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2013-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC3609771?pdf=render
id doaj-72609490ad634d90bf0b40dd40d1636b
record_format Article
spelling doaj-72609490ad634d90bf0b40dd40d1636b2020-11-25T01:25:36ZengPublic Library of Science (PLoS)PLoS ONE1932-62032013-01-0183e5871010.1371/journal.pone.0058710A statistical physics view of pitch fluctuations in the classical music from Bach to Chopin: evidence for scaling.Lu LiuJianrong WeiHuishu ZhangJianhong XinJiping HuangBecause classical music has greatly affected our life and culture in its long history, it has attracted extensive attention from researchers to understand laws behind it. Based on statistical physics, here we use a different method to investigate classical music, namely, by analyzing cumulative distribution functions (CDFs) and autocorrelation functions of pitch fluctuations in compositions. We analyze 1,876 compositions of five representative classical music composers across 164 years from Bach, to Mozart, to Beethoven, to Mendelsohn, and to Chopin. We report that the biggest pitch fluctuations of a composer gradually increase as time evolves from Bach time to Mendelsohn/Chopin time. In particular, for the compositions of a composer, the positive and negative tails of a CDF of pitch fluctuations are distributed not only in power laws (with the scale-free property), but also in symmetry (namely, the probability of a treble following a bass and that of a bass following a treble are basically the same for each composer). The power-law exponent decreases as time elapses. Further, we also calculate the autocorrelation function of the pitch fluctuation. The autocorrelation function shows a power-law distribution for each composer. Especially, the power-law exponents vary with the composers, indicating their different levels of long-range correlation of notes. This work not only suggests a way to understand and develop music from a viewpoint of statistical physics, but also enriches the realm of traditional statistical physics by analyzing music.http://europepmc.org/articles/PMC3609771?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Lu Liu
Jianrong Wei
Huishu Zhang
Jianhong Xin
Jiping Huang
spellingShingle Lu Liu
Jianrong Wei
Huishu Zhang
Jianhong Xin
Jiping Huang
A statistical physics view of pitch fluctuations in the classical music from Bach to Chopin: evidence for scaling.
PLoS ONE
author_facet Lu Liu
Jianrong Wei
Huishu Zhang
Jianhong Xin
Jiping Huang
author_sort Lu Liu
title A statistical physics view of pitch fluctuations in the classical music from Bach to Chopin: evidence for scaling.
title_short A statistical physics view of pitch fluctuations in the classical music from Bach to Chopin: evidence for scaling.
title_full A statistical physics view of pitch fluctuations in the classical music from Bach to Chopin: evidence for scaling.
title_fullStr A statistical physics view of pitch fluctuations in the classical music from Bach to Chopin: evidence for scaling.
title_full_unstemmed A statistical physics view of pitch fluctuations in the classical music from Bach to Chopin: evidence for scaling.
title_sort statistical physics view of pitch fluctuations in the classical music from bach to chopin: evidence for scaling.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2013-01-01
description Because classical music has greatly affected our life and culture in its long history, it has attracted extensive attention from researchers to understand laws behind it. Based on statistical physics, here we use a different method to investigate classical music, namely, by analyzing cumulative distribution functions (CDFs) and autocorrelation functions of pitch fluctuations in compositions. We analyze 1,876 compositions of five representative classical music composers across 164 years from Bach, to Mozart, to Beethoven, to Mendelsohn, and to Chopin. We report that the biggest pitch fluctuations of a composer gradually increase as time evolves from Bach time to Mendelsohn/Chopin time. In particular, for the compositions of a composer, the positive and negative tails of a CDF of pitch fluctuations are distributed not only in power laws (with the scale-free property), but also in symmetry (namely, the probability of a treble following a bass and that of a bass following a treble are basically the same for each composer). The power-law exponent decreases as time elapses. Further, we also calculate the autocorrelation function of the pitch fluctuation. The autocorrelation function shows a power-law distribution for each composer. Especially, the power-law exponents vary with the composers, indicating their different levels of long-range correlation of notes. This work not only suggests a way to understand and develop music from a viewpoint of statistical physics, but also enriches the realm of traditional statistical physics by analyzing music.
url http://europepmc.org/articles/PMC3609771?pdf=render
work_keys_str_mv AT luliu astatisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT jianrongwei astatisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT huishuzhang astatisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT jianhongxin astatisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT jipinghuang astatisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT luliu statisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT jianrongwei statisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT huishuzhang statisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT jianhongxin statisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
AT jipinghuang statisticalphysicsviewofpitchfluctuationsintheclassicalmusicfrombachtochopinevidenceforscaling
_version_ 1725113039634563072