Sleep Musicalization: Automatic Music Composition from Sleep Measurements

We introduce data musicalization as a novel approach to aid analysis and understanding of sleep measurement data. Data musicalization is the process of automatically composing novel music, with given data used to guide the process. We present Sleep Musicalization, a methodology that reads a signal f...

Full description

Saved in:
Bibliographic Details
Published inAdvances in Intelligent Data Analysis XI pp. 392 - 403
Main Authors Tulilaulu, Aurora, Paalasmaa, Joonas, Waris, Mikko, Toivonen, Hannu
Format Book Chapter
LanguageEnglish
Published Berlin, Heidelberg Springer Berlin Heidelberg 2012
SeriesLecture Notes in Computer Science
Subjects
Online AccessGet full text
ISBN9783642341557
3642341551
ISSN0302-9743
1611-3349
DOI10.1007/978-3-642-34156-4_36

Cover

Abstract We introduce data musicalization as a novel approach to aid analysis and understanding of sleep measurement data. Data musicalization is the process of automatically composing novel music, with given data used to guide the process. We present Sleep Musicalization, a methodology that reads a signal from state-of-the-art mattress sensor, uses highly non-trivial data analysis methods to measure sleep from the signal, and then composes music from the measurements. As a result, Sleep Musicalization produces music that reflects the user’s sleep during a night and complements visualizations of sleep measurements. The ultimate goal is to help users improve their sleep and well-being. For practical use and later evaluation of the methodology, we have built a public web service at http://sleepmusicalization.net for users of the sleep sensors.
AbstractList We introduce data musicalization as a novel approach to aid analysis and understanding of sleep measurement data. Data musicalization is the process of automatically composing novel music, with given data used to guide the process. We present Sleep Musicalization, a methodology that reads a signal from state-of-the-art mattress sensor, uses highly non-trivial data analysis methods to measure sleep from the signal, and then composes music from the measurements. As a result, Sleep Musicalization produces music that reflects the user’s sleep during a night and complements visualizations of sleep measurements. The ultimate goal is to help users improve their sleep and well-being. For practical use and later evaluation of the methodology, we have built a public web service at http://sleepmusicalization.net for users of the sleep sensors.
Author Waris, Mikko
Paalasmaa, Joonas
Toivonen, Hannu
Tulilaulu, Aurora
Author_xml – sequence: 1
  givenname: Aurora
  surname: Tulilaulu
  fullname: Tulilaulu, Aurora
  email: tulilaulu@gmail.com
  organization: Department of Computer Science and HIIT, University of Helsinki, Finland
– sequence: 2
  givenname: Joonas
  surname: Paalasmaa
  fullname: Paalasmaa, Joonas
  email: joonas.paalasmaa@beddit.com
  organization: Beddit.com Ltd, Espoo, Finland
– sequence: 3
  givenname: Mikko
  surname: Waris
  fullname: Waris, Mikko
  email: mikko.waris@beddit.com
  organization: Beddit.com Ltd, Espoo, Finland
– sequence: 4
  givenname: Hannu
  surname: Toivonen
  fullname: Toivonen, Hannu
  email: hannu.toivonen@cs.helsinki.fi
  organization: Department of Computer Science and HIIT, University of Helsinki, Finland
BookMark eNpVkM1OwzAQhA0UiVLyBhzyAobdrGPH3KqKn0pFHICzlbg2CiRxFLcXnp6k7YW9zGpGu9J812zWhc4xdotwhwDqXquCE5ci4yQwl1wYkmcsGW0azYMnztkcJSInEvriX5arGZsDQca1EnTFkhi_YRxVFFqIOVu_N8716es-1rZs6t9yV4fuIV3ud6Edd3tM0lVo-xDrKUz9ENr0dObKuB9c67pdvGGXvmyiS066YJ9Pjx-rF755e16vlhseEUlyJG197q1TThB4zHRFFanKAmgJlrxDRCmFLLaZlFkOXjgocmsVecBiSwuWHf_Gfqi7LzeYKoSfaBDMxMuM5Q2Zsb45sDETL_oDqnZaOg
ContentType Book Chapter
Copyright Springer-Verlag Berlin Heidelberg 2012
Copyright_xml – notice: Springer-Verlag Berlin Heidelberg 2012
DOI 10.1007/978-3-642-34156-4_36
DatabaseTitleList
DeliveryMethod fulltext_linktorsrc
Discipline Mathematics
Computer Science
EISBN 9783642341564
364234156X
EISSN 1611-3349
Editor Hollmén, Jaakko
Klawonn, Frank
Tucker, Allan
Editor_xml – sequence: 1
  givenname: Jaakko
  surname: Hollmén
  fullname: Hollmén, Jaakko
  email: jaakko.hollmen@aalto.fi
– sequence: 2
  givenname: Frank
  surname: Klawonn
  fullname: Klawonn, Frank
  email: f.klawonn@ostfalia.de
– sequence: 3
  givenname: Allan
  surname: Tucker
  fullname: Tucker, Allan
  email: allan.tucker@brunel.ac.uk
EndPage 403
GroupedDBID -DT
-GH
-~X
1SB
29L
2HA
2HV
5QI
875
AASHB
ABMNI
ACGFS
ADCXD
AEFIE
ALMA_UNASSIGNED_HOLDINGS
EJD
F5P
FEDTE
HVGLF
LAS
LDH
P2P
RNI
RSU
SVGTG
VI1
~02
ID FETCH-LOGICAL-s1136-139cf5fce7e430f129b3b37bc00960c3fe11166468d266250f4e085cc73f018d3
ISBN 9783642341557
3642341551
ISSN 0302-9743
IngestDate Wed Sep 17 03:52:20 EDT 2025
IsPeerReviewed false
IsScholarly false
Language English
LinkModel OpenURL
MergedId FETCHMERGED-LOGICAL-s1136-139cf5fce7e430f129b3b37bc00960c3fe11166468d266250f4e085cc73f018d3
PageCount 12
ParticipantIDs springer_books_10_1007_978_3_642_34156_4_36
PublicationCentury 2000
PublicationDate 2012
PublicationDateYYYYMMDD 2012-01-01
PublicationDate_xml – year: 2012
  text: 2012
PublicationDecade 2010
PublicationPlace Berlin, Heidelberg
PublicationPlace_xml – name: Berlin, Heidelberg
PublicationSeriesTitle Lecture Notes in Computer Science
PublicationSubtitle 11th International Symposium, IDA 2012, Helsinki, Finland, October 25-27, 2012. Proceedings
PublicationTitle Advances in Intelligent Data Analysis XI
PublicationYear 2012
Publisher Springer Berlin Heidelberg
Publisher_xml – name: Springer Berlin Heidelberg
RelatedPersons Kleinberg, Jon M.
Mattern, Friedemann
Nierstrasz, Oscar
Steffen, Bernhard
Kittler, Josef
Vardi, Moshe Y.
Weikum, Gerhard
Sudan, Madhu
Naor, Moni
Mitchell, John C.
Terzopoulos, Demetri
Pandu Rangan, C.
Kanade, Takeo
Hutchison, David
Tygar, Doug
RelatedPersons_xml – sequence: 1
  givenname: David
  surname: Hutchison
  fullname: Hutchison, David
  organization: Lancaster University, Lancaster, UK
– sequence: 2
  givenname: Takeo
  surname: Kanade
  fullname: Kanade, Takeo
  organization: Carnegie Mellon University, Pittsburgh, USA
– sequence: 3
  givenname: Josef
  surname: Kittler
  fullname: Kittler, Josef
  organization: University of Surrey, Guildford, UK
– sequence: 4
  givenname: Jon M.
  surname: Kleinberg
  fullname: Kleinberg, Jon M.
  organization: Cornell University, Ithaca, USA
– sequence: 5
  givenname: Friedemann
  surname: Mattern
  fullname: Mattern, Friedemann
  organization: ETH Zurich, Zurich, Switzerland
– sequence: 6
  givenname: John C.
  surname: Mitchell
  fullname: Mitchell, John C.
  organization: Stanford University, Stanford, USA
– sequence: 7
  givenname: Moni
  surname: Naor
  fullname: Naor, Moni
  organization: Weizmann Institute of Science, Rehovot, Israel
– sequence: 8
  givenname: Oscar
  surname: Nierstrasz
  fullname: Nierstrasz, Oscar
  organization: University of Bern, Bern, Switzerland
– sequence: 9
  givenname: C.
  surname: Pandu Rangan
  fullname: Pandu Rangan, C.
  organization: Indian Institute of Technology, Madras, India
– sequence: 10
  givenname: Bernhard
  surname: Steffen
  fullname: Steffen, Bernhard
  organization: University of Dortmund, Dortmund, Germany
– sequence: 11
  givenname: Madhu
  surname: Sudan
  fullname: Sudan, Madhu
  organization: Massachusetts Institute of Technology, USA
– sequence: 12
  givenname: Demetri
  surname: Terzopoulos
  fullname: Terzopoulos, Demetri
  organization: University of California, Los Angeles, USA
– sequence: 13
  givenname: Doug
  surname: Tygar
  fullname: Tygar, Doug
  organization: University of California, Berkeley, USA
– sequence: 14
  givenname: Moshe Y.
  surname: Vardi
  fullname: Vardi, Moshe Y.
  organization: Rice University, Houston, USA
– sequence: 15
  givenname: Gerhard
  surname: Weikum
  fullname: Weikum, Gerhard
  organization: Max-Planck Institute of Computer Science, Saarbrücken, Germany
SSID ssj0000788944
ssj0002792
Score 1.4161474
Snippet We introduce data musicalization as a novel approach to aid analysis and understanding of sleep measurement data. Data musicalization is the process of...
SourceID springer
SourceType Publisher
StartPage 392
SubjectTerms Composition Algorithm
Deep Sleep
Light Sleep
Sleep Measurement
Sleep Stage
Title Sleep Musicalization: Automatic Music Composition from Sleep Measurements
URI http://link.springer.com/10.1007/978-3-642-34156-4_36
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1LT9wwELaW7aXtgZa2agtFOfS2cpXFxs4i9YAQaEEUVeoCe4sS40iIdFPtJj30v_BfO-NxEvNQJXqJojzWznze8efxPBj7rHWcK10Yrk1iuJRywnMxMXyngLkX6D9wCufle6am5_JkvjsfDG4Dr6Wmzr-YP4_GlfwPqnANcMUo2Scg2_0oXIBzwBeOgDAc75Hfu2ZWci-m3Xvnz3rcJdasAcc663ONzDur6Kwpr8usKRunDppltew08vcMoyl_ZuQ3WwE575j2JRYpJP_6m5uqt0lf_64WpLGmGGwcjrwfpbW_Rq6AdFb6ME9nf2zqihLEuntOFXmXMYpy8S_2VkvqBYrSrr6e-t2Os6qmj24LUrT6KTRgOE-Q0IDRGjBH_8jv5WJNgPgh-9GBhhSgzmFBRBrSkgZXmJdRUB5Ur5UFldvzE7x0SRUezh2huwg0xrE1xWUq1Bpbgw4M2bP9w5PTi86EB-wqcWHFfuLHXIy0aUW9wlCittdjSvbUf0UQxvlYkw825h3fmb1iLzEGJsLgFBDwazawiw223go88gLfYC--dVl_V2_YsQMwuov8XtThTneiAPcIcY_8awHub9n50eHsYMp9qQ6-wqJAHNYRptgtjNVWirgAEpmLXOjcuCWyEYWFOVUpqZIrYIRAuwtpgewbo0URj5Mr8Y4NFzBu37NI2rHVRk20jSdwbhIh8tjuwEo-Qboaf2CjVjIp_vlWaZt5G-SYihTkmDo5pijHj096epM970foFhvWy8Z-AtJZ59se_L9BGXhf
linkProvider Library Specific Holdings
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Abook&rft.genre=bookitem&rft.title=Advances+in+Intelligent+Data+Analysis+XI&rft.au=Tulilaulu%2C+Aurora&rft.au=Paalasmaa%2C+Joonas&rft.au=Waris%2C+Mikko&rft.au=Toivonen%2C+Hannu&rft.atitle=Sleep+Musicalization%3A+Automatic+Music+Composition+from+Sleep+Measurements&rft.series=Lecture+Notes+in+Computer+Science&rft.date=2012-01-01&rft.pub=Springer+Berlin+Heidelberg&rft.isbn=9783642341557&rft.issn=0302-9743&rft.eissn=1611-3349&rft.spage=392&rft.epage=403&rft_id=info:doi/10.1007%2F978-3-642-34156-4_36
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=0302-9743&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=0302-9743&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=0302-9743&client=summon