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I916. PUBLIC HEALTH. 149 THE IMPORTANCE OF NOTIFICATION
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Understanding smartphone notifications user interactions and
06-Mar-2019 smartphone users interact with their notifications 2) what notification content is considered important
Understanding smartphone notifications user interactions and
06-Mar-2019 smartphone users interact with their notifications 2) what notification content is considered important
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Contents listsavailable atScienceDirect
International Journalof Human-ComputerStudies
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Understanding smartphonenotifications" userinteractions andcontent importance 1Aku Visuri
a , Nielsvan Berkel b , TadashiOkoshi c , JorgeGoncalves b , VassilisKostakos b a Ncanudears toifiwfil bucrraxmarudmc ymrfifl fifiwfil acwmc b u Ncanudearsto uwtfidculbmdynawwul !fl "fierdmwam c xuat Ncanudearsl# t$u%f&%&arml acmrt%yfil'ys'%rt f(%(!&l)m*mcARTICLE INFO
xus+tde,Smartphone
Notifications
Interactions
Semantic analysis
Machine learning
ABSTRACT
We presentthe resultsof ourexperiment aimedto comprehensivelyunderstand thecombination of1) howsmartphone usersinteract withtheir notifications,2) whatnotification contentis consideredimportant, 3)the
complex relationshipbetween theinteraction choicesand contentimportance, andlastly 4)establish anin-telligent methodto predictuser"s preferenceto seeingan incomingnotification. Weuse adataset ofnotifications
received by40 anonymoususers in-the-wild,which consistsof 1)qualitative user-labelledinformation about
their preferenceson notification"scontents, 2)notification source,and 3)the contextin whichthe notification
was received.We assessthe effectivenessof personalisedprediction modelsgenerated usinga combinationof
self-reported contentimportance andcontextual information.We uncoverfour distinctuser types,based onthe
number ofdaily notificationsand interactionchoices. Weshowcase howusage traitsof thesegroups highlight
the requirementfor notificationfiltering approaches,u-.- , whenspecific usershabitually neglectto manuallyfilter outunimportant notifications.Our machinelearning-based predictor,based onboth contextualsensing and
notification contentscan predictthe user"spreference forsuccessfully acknowledgingan incomingnotification
with 91.1%mean accuracy,crucial fortime-critical userengagement andinterventions. 1. Introduction Mobile notificationsallow applicationsto informusers ofincoming messages, newsystem events,and reminders,without requiringexplicit interaction. Usersreceive upwardsfrom 60daily notificationsPielot etal., 2014
;Shirazi etal., 2014), ofwhich manyare considered unimportant bythe recipient.In response,researchers aimto reducethe interruptive natureof unwantednotifications (Mehrotra etal., 2016
Okoshi etal., 2015
;Oliveira etal., 2014;Poppinga etal., 2014) via sensing technologiesor byunderstanding thequalitative natureof no- tifications. Whilea largebody ofwork existson predictingnotification- driven interruptibilitythrough situationalcontext, thesemethods failtocapture theother sideof thechallenge -is anotification importantto the user.Thus, thereis aneed forbetter understandingof there-
lationship betweeninteracting withnotifications -how userschoose to interact -and theperceived importanceof thenotification contents. Here, weaim tounderstand theunderlying importanceof individual notifications, howusers interactwith them,and whichfactors influence their interactionchoices. Toinvestigate themotivation forinteracting with notifications,we useself-reported informationabout theim- portance ofnotification contents,notification source,as wellas the context ofpresentation. Wecapture themotivation interms ofnotifi- cations theuser wouldprefer tosee regardlessof theinteraction, u-.-, notifications thatshould bepresented evenif habituallyignored or dismissed, andthe notificationsthat theuser mightconsider irrelevantor disrupting.Our findingshighlight thediverse natureof users"https://doi.org/10.1016/j.ijhcs.2019.03.001
Received 21March 2018;Received inrevised form20 February2019; Accepted4 March2019 We herebydeclare thatall aforementionedauthors haveall madesubstantial contributionsto ourwork titled:Understanding SmartphoneNotifications" User
Interactions andContent Importance
This workhas notbeen publishedpreviously noris itcurrently underreview inany othermedium.Our submissionconsists oftotal of11.5K wordsand isincluded inthis documentstarting frompage four.All figuresshould becolorized, whenapplicable, andare
included withinthe submission. 1We herebydeclare thatwe, theauthors, norany correspondingfinancial orgoverning bodyaffiliated withthis submissionhave nocompeting orother interests
that mightinfluence ourwork. .Corresponding author.
/%$maw mdueeue,Aku.visuri@oulu.fi(A. Visuri),n.vanberkel@student.uncimelb.edu.au(N. vanBerkel), slash@ht.sfc.keio.ac.jp(T. Okoshi),
jorge.goncalves@unimelbc.edu.au(J. Goncalves),vassilis.kostakos@unimeclb.edu.au(V. Kostakos). $YDLODEOHRQOLQH0DUFK quotesdbs_dbs30.pdfusesText_36[PDF] Circulaire d'application du décret portant création du DOCUMENT UNIQUE
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