Hylly
Nimeke- ja vastuullisuusmerkintö Music al trends and predictability of success in contemporary songs in and out of the top charts
Julkaistu
Ulkoasutiedot
Sarjamerkintö ei-lisäkirjausmuodossa Royal society open science, ISSN 2054-5703 5
Huomautus sisällöstä, tiivistelmä tms. We analyse more than 500 000 songs released in the UK between 1985 and 2015 to understand the dynamics of success (defined as making it into the top charts), correlate success with acoustic features and explore the predictability of success. Several multi-decadal trends have been uncovered. For example, there is a clear downward trend in happiness and brightness, as well as a slight upward trend in sadness. Furthermore, songs are becoming less male. Interestingly, successful songs exhibit their own distinct dynamics. In particular, they tend to be happier, more party-like, less relaxed and more female than most. The difference between successful and average songs is not straightforward. In the context of some features, successful songs pre-empt the dynamics of all songs, and in others they tend to reflect the past. We used random forests to predict the success of songs, first based on their acoustic features, and then adding the superstar variable (informing us whether the songs artist had appeared in the top charts in the near past). This allowed quantification of the contribution of purely music al characteristics in the songs success, and suggested the time scale of fashion dynamics in popular music .
Asiasana - Kontrolloimaton
Henkilönnimi Interiano, Myra. Kazemi, Kamyar. Wang, Lijia. Yang, Jienian. Yu, Zhaoxia. Komarova, Natalia L.
Elektronisen aineiston sijainti ja käyttö (URI) http://rsos.royalsocietypublishing.org/content/royopensci/5/5/171274.full.pdf Linkki verkkoaineistoon
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*24500$aMusic al trends and predictability of success in contemporary songs in and out of the top charts /$cMyra Interiano, Kamyar Kazemi, Lijia Wang, Jienian Yang, Zhaoxia Yu, Natalia L. Komarova.
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*520 $aWe analyse more than 500 000 songs released in the UK between 1985 and 2015 to understand the dynamics of success (defined as making it into the top charts), correlate success with acoustic features and explore the predictability of success. Several multi-decadal trends have been uncovered. For example, there is a clear downward trend in happiness and brightness, as well as a slight upward trend in sadness. Furthermore, songs are becoming less male. Interestingly, successful songs exhibit their own distinct dynamics. In particular, they tend to be happier, more party-like, less relaxed and more female than most. The difference between successful and average songs is not straightforward. In the context of some features, successful songs pre-empt the dynamics of all songs, and in others they tend to reflect the past. We used random forests to predict the success of songs, first based on their acoustic features, and then adding the superstar variable (informing us whether the songs artist had appeared in the top charts in the near past). This allowed quantification of the contribution of purely music al characteristics in the songs success, and suggested the time scale of fashion dynamics in popular music .
*653 $aMUSIIKKI
*653 $aMUSIIKKIALA
*653 $aMUSIIKKIMARKKINAT
*653 $aMENESTYS
*653 $aMUSIC EVOLUTION
*653 $aCOMPLEX SOCIAL DYNAMICS
*653 $aTEMPORAL TRENDS
*7001 $aInteriano, Myra.
*7001 $aKazemi, Kamyar.
*7001 $aWang, Lijia.
*7001 $aYang, Jienian.
*7001 $aYu, Zhaoxia.
*7001 $aKomarova, Natalia L.
*8102 $aRoyal society open science,$x2054-5703$v5
*852 $cMUSIC AL
*85640$uhttp://rsos.royalsocietypublishing.org/content/royopensci/5/5/171274.full.pdf$yLinkki verkkoaineistoon
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