Dipartimento di Ingegneria Informatica, Modellistica, Elettronica e Sistemistica - Tesi di Dottorato
Permanent URI for this collectionhttps://lisa.unical.it/handle/10955/31
Questa collezione raccoglie le Tesi di Dottorato afferenti al Dipartimento di Ingegneria Informatica, Modellistica, Elettronica e Sistemistica dell'Università della Calabria.
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Item Big Data Analysis: Methodologies, Frameworks and Real-World Applications(Università della Calabria, 2023-06-28) Branda, Francesco; Fortino, Giancarlo; Talia, DomenicoInthelastyears,thecapacitytoproduceandcollectdatahasincreasedexpo- nentially.Thehugeamountofdatagenerated,commonlyreferredtoasBigData, thespeedatwhichitisproduced,anditsheterogeneityintermsofformatrepresent a challengetocurrentstorage,processing,andanalysiscapabilities.Thisscenario requiresthedesignandimplementationofnewarchitecturesandanalyticalplatform solutionsthatmustprocessBigDatatoextractcomplexpredictiveanddescriptive models.Today,high-performancecomputing(HPC)infrastructuressuchashighly parallelclusters,supercomputers,andcloudscanbeusedforprocessingandanalyz- ingmassivesourcesofreal-worlddatainvariousfields,includinggenomicsequencing andmedicalresearch,frauddetection,andweatherforecasting.Followingthesepre- liminaryobservations,thegoalofthisthesisistwofold.First,themainchallengesto besolvedforimplementinginnovativedataanalysisapplicationsonHPCsystemsare investigated.Inparticular,themainkeyresearchtopicsaddressedinclude:(i)stud- iesofsoftwaresystemsforBigDatastoring,processing,andanalysis;(ii)methods, techniques,andprototypesdesignedandusedtoimplementBigDatasolutionson massivedatasourcesrequiringtheuseofhigh-performancecomputingsystems;and (iii)designandprogrammingissuesforBigDataanalysisinExascalesystems,which willrepresentthenextcomputingstep.Second,severalinnovativeapplicationsand usecasesofBigDataanalyticsthatcanbeimplementedinlarge-scaleparallelsys- temsareproposed.Theseresearchcontributionsprovidenewinsightsandsolutions forextractingusefulknowledgefromlargevolumesofdata,describingmethodsand mechanismstosupportusers,practitioners,andscientistsworkingintheareaofBig Datainthedesignandexecutionofdataanalysistechniquesindifferentapplication domains.Item Resource reservation protocol and predictive algorithms for QoS support in wireless environments(2008-01) Fazio, Peppino; Talia, Domenico; Marano, SalvatoreItem Scalable data analysis: methods, tools and applications(2017-07-26) Belcastro, Loris; Crupi, Felice; Talia, DomenicoItem Mobile Computing: energy-aware tecniques and location-based methodologies(2014-12-01) Falcone, Deborah; Talia, Domenico; Greco, SergioItem Designing Cloud services for data processing and knowledge discovery(2012-10-24) Marozzo, Fabrizio; Palopoli, Luigi; Talia, Domenico; Trunfio, PaoloItem A spatial data infrastructure(2012-10-24) D'Amore, Francesco; Palopoli, Luigi; Talia, Domenico; Cinnirella, SergioItem Declarative Semantics for Consistency Maintenance(2006) Caroprese, Luciano; Zumpano, Ester; Talia, DomenicoItem Ontology-Driven Modelling and analyzing of Business Process(2014-03-10) Gualtieri, Andrea; Saccà, Domenico; Talia, DomenicoItem Ontology-Driven Modelling and analyzing of Business Process(2014-03-10) Gualtieri, Andrea; Saccà, Domenico; Talia, DomenicoItem Modelling complex data mining applications in a formal framework(2008) Locane, Antonio; Saccà, Domenico; Manco, Giuseppe; Talia, Domenico