An environment for knowledge discovery in biology

dc.contributorUniversidade Estadual Paulista (UNESP)
dc.creatorBarrera, Junior
dc.creatorCesar Jr., Roberto M.
dc.creatorFerreira, João E.
dc.creatorGubitoso, Marco D.
dc.date2014-05-27T11:21:06Z
dc.date2016-10-25T18:19:40Z
dc.date2014-05-27T11:21:06Z
dc.date2016-10-25T18:19:40Z
dc.date2004-07-01
dc.date.accessioned2017-04-06T01:09:31Z
dc.date.available2017-04-06T01:09:31Z
dc.identifierComputers in Biology and Medicine, v. 34, n. 5, p. 427-447, 2004.
dc.identifier0010-4825
dc.identifierhttp://hdl.handle.net/11449/67770
dc.identifierhttp://acervodigital.unesp.br/handle/11449/67770
dc.identifier10.1016/S0010-4825(03)00073-8
dc.identifier2-s2.0-2442505054
dc.identifierhttp://dx.doi.org/10.1016/S0010-4825(03)00073-8
dc.identifier.urihttp://repositorioslatinoamericanos.uchile.cl/handle/2250/889185
dc.descriptionThis paper describes a data mining environment for knowledge discovery in bioinformatics applications. The system has a generic kernel that implements the mining functions to be applied to input primary databases, with a warehouse architecture, of biomedical information. Both supervised and unsupervised classification can be implemented within the kernel and applied to data extracted from the primary database, with the results being suitably stored in a complex object database for knowledge discovery. The kernel also includes a specific high-performance library that allows designing and applying the mining functions in parallel machines. The experimental results obtained by the application of the kernel functions are reported. © 2003 Elsevier Ltd. All rights reserved.
dc.languageeng
dc.relationComputers in Biology and Medicine
dc.rightsinfo:eu-repo/semantics/closedAccess
dc.subjectBioinformatics
dc.subjectDatabases
dc.subjectGene expression
dc.subjectHigh-performance computing
dc.subjectKnowledge discovery
dc.subjectMicroarrays
dc.subjectPattern recognition
dc.subjectknowledge discovery
dc.subjectWarehouse architectures
dc.subjectBiomedical engineering
dc.subjectComputer architecture
dc.subjectDatabase systems
dc.subjectKnowledge acquisition
dc.subjectData mining
dc.subjectanalytic method
dc.subjectbioinformatics
dc.subjectbiology
dc.subjectcomputer analysis
dc.subjectdata analysis
dc.subjectdata base
dc.subjectgene expression
dc.subjecthuman
dc.subjecthuman tissue
dc.subjectinformation processing device
dc.subjectmachine
dc.subjectmedical information
dc.subjectmedical research
dc.subjectmining
dc.subjectpattern recognition
dc.subjectpriority journal
dc.subjectscience
dc.subjecttechnique
dc.subjectComputational Biology
dc.subjectGene Expression Profiling
dc.subjectKnowledge
dc.subjectSystems Integration
dc.titleAn environment for knowledge discovery in biology
dc.typeOtro


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