Tracking ensemble performance on touch-screens with gesture classification and transition matrices

dc.contributor.authorMartin, Charlesen
dc.contributor.authorGardner, Henryen
dc.contributor.authorSwift, Benen
dc.date.accessioned2025-06-04T06:31:04Z
dc.date.available2025-06-04T06:31:04Z
dc.date.issued2015en
dc.description.abstractWe present and evaluate a novel interface for tracking ensemble performances on touch-screens. The system uses a Random Forest classifier to extract touch-screen gestures and transition matrix statistics. It analyses the resulting gesture-state sequences across an ensemble of performers. A series of specially designed iPad apps respond to this real-time analysis of free-form gestural performances with calculated modifications to their musical interfaces. We describe our system and evaluate it through cross-validation and profiling as well as concert experience.en
dc.description.statusPeer-revieweden
dc.format.extent6en
dc.identifier.otherScopus:85150234098en
dc.identifier.otherARIES:u4056230xPUB575en
dc.identifier.otherORCID:/0000-0001-5683-7529/work/160805122en
dc.identifier.otherORCID:/0000-0003-2138-5969/work/184984264en
dc.identifier.urihttp://www.scopus.com/inward/record.url?scp=85150234098&partnerID=8YFLogxKen
dc.identifier.urihttps://hdl.handle.net/1885/733756996
dc.language.isoenen
dc.relation.ispartofseries15th International conference on New Interfaces for Musical Expression, NIME 2015en
dc.rightsPublisher Copyright: © 2015, Steering Committee of the International Conference on New Interfaces for Musical Expression. All rights reserved.en
dc.sourceProceedings of the International Conference on New Interfaces for Musical Expressionen
dc.subjectEnsemble performanceen
dc.subjectGestureen
dc.subjectMachine learningen
dc.subjectMobile musicen
dc.subjectTransition matricesen
dc.titleTracking ensemble performance on touch-screens with gesture classification and transition matricesen
dc.typeConference paperen
local.bibliographicCitation.lastpage364en
local.bibliographicCitation.startpage359en
local.contributor.affiliationMartin, Charles; School of Computing, ANU College of Systems and Society, The Australian National Universityen
local.contributor.affiliationGardner, Henry; School of Computing, ANU College of Systems and Society, The Australian National Universityen
local.contributor.affiliationSwift, Ben; School of Computing, ANU College of Systems and Society, The Australian National Universityen
local.identifier.purecfc8488e-f344-4358-ba6b-ed37a8bd92f9en
local.type.statusPublisheden

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