Publication:
Application of data mining techniques to protein-protein interaction prediction

dc.contributor.coauthorAtalay, R.
dc.contributor.departmentDepartment of Computer Engineering
dc.contributor.departmentGraduate School of Sciences and Engineering
dc.contributor.kuauthorGürsoy, Attila
dc.contributor.kuauthorKocataş, Alper Tolga
dc.contributor.schoolcollegeinstituteCollege of Engineering
dc.contributor.schoolcollegeinstituteGRADUATE SCHOOL OF SCIENCES AND ENGINEERING
dc.date.accessioned2024-11-10T00:01:04Z
dc.date.issued2003
dc.description.abstractProtein-protein interactions are key to understanding biological processes and disease mechanisms in organisms. There is a vast amount of data on proteins waiting to be explored. In this paper, we describe application of data mining techniques, namely association rule mining and ID3 classification, to the problem of predicting protein-protein interactions. We have combined available interaction data and protein domain decomposition data to infer new interactions. Preliminary results show that our approach helps us find plausible rules to understand biological processes.
dc.description.indexedbyWOS
dc.description.indexedbyScopus
dc.description.openaccessNO
dc.description.publisherscopeInternational
dc.description.sponsoredbyTubitakEuN/A
dc.description.volume2869
dc.identifier.isbn3-540-20409-1
dc.identifier.issn0302-9743
dc.identifier.quartileQ4
dc.identifier.scopus2-s2.0-0142215168
dc.identifier.urihttps://hdl.handle.net/20.500.14288/15907
dc.identifier.wos188096800040
dc.language.isoeng
dc.publisherSpringer
dc.relation.ispartofComputer and Information Sciences - Iscis 2003
dc.subjectComputer science
dc.subjectArtificial intelligence
dc.subjectComputer science
dc.subjectInformation systems
dc.subjectSoftware engineering
dc.titleApplication of data mining techniques to protein-protein interaction prediction
dc.typeJournal Article
dspace.entity.typePublication
local.contributor.kuauthorKocataş, Alper Tolga
local.contributor.kuauthorGürsoy, Attila
local.publication.orgunit1GRADUATE SCHOOL OF SCIENCES AND ENGINEERING
local.publication.orgunit1College of Engineering
local.publication.orgunit2Department of Computer Engineering
local.publication.orgunit2Graduate School of Sciences and Engineering
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