ADAGE: a framework for supporting user-driven ad-hoc data analysis processes

Data analysis is an important part of the scientific process carried out by domain experts in data-intensive science. Despite the availability of several software tools and systems, their use in combination with each other for conducting complex types of analyses is a very difficult task for non-IT...

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Veröffentlicht in:	Computing Jg. 94; H. 6; S. 489 - 519
Hauptverfasser:	Rabhi, Fethi A., Yao, Lawrence, Guabtni, Adnene
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Vienna Springer Vienna 01.06.2012 Springer Nature B.V
Schlagworte:	Artificial Intelligence Availability Batch processing Computation Computer Appl. in Administrative Data Processing Computer Communication Networks Computer programs Computer Science Conduction Cooperation Data analysis Data processing Information Systems Applications (incl.Internet) Interoperability Libraries Markets News Problem solving Science Scientists Semantics Service oriented architecture Software Software Engineering Studies Subject specialists Tasks Time series SOA applications User-driven composition Event processing systems Time series analysis Financial market data Thomson Reuters Data-intensive science Business process modeling High-frequency data ADAGE 68M01
ISSN:	0010-485X, 1436-5057
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Abstract	Data analysis is an important part of the scientific process carried out by domain experts in data-intensive science. Despite the availability of several software tools and systems, their use in combination with each other for conducting complex types of analyses is a very difficult task for non-IT experts. The main contribution of this paper is to introduce an open architectural framework based on service-oriented computing (SOC) principles called the Ad-hoc DAta Grid Environment (ADAGE) framework that can be used to guide the development of domain-specific problem-solving environments or systems to support data analysis activities. Through an application of the ADAGE framework and a prototype implementation that supports the analysis of financial news and market data, this paper demonstrates that systems developed based on the framework allow users to effectively express common analysis processes. This paper also outlines some limitations as well as avenues for future research.
AbstractList	Data analysis is an important part of the scientific process carried out by domain experts in data-intensive science. Despite the availability of several software tools and systems, their use in combination with each other for conducting complex types of analyses is a very difficult task for non-IT experts. The main contribution of this paper is to introduce an open architectural framework based on service-oriented computing (SOC) principles called the Ad-hoc DAta Grid Environment (ADAGE) framework that can be used to guide the development of domain-specific problem-solving environments or systems to support data analysis activities. Through an application of the ADAGE framework and a prototype implementation that supports the analysis of financial news and market data, this paper demonstrates that systems developed based on the framework allow users to effectively express common analysis processes. This paper also outlines some limitations as well as avenues for future research.[PUBLICATION ABSTRACT] Data analysis is an important part of the scientific process carried out by domain experts in data-intensive science. Despite the availability of several software tools and systems, their use in combination with each other for conducting complex types of analyses is a very difficult task for non-IT experts. The main contribution of this paper is to introduce an open architectural framework based on service-oriented computing (SOC) principles called the Ad-hoc DAta Grid Environment (ADAGE) framework that can be used to guide the development of domain-specific problem-solving environments or systems to support data analysis activities. Through an application of the ADAGE framework and a prototype implementation that supports the analysis of financial news and market data, this paper demonstrates that systems developed based on the framework allow users to effectively express common analysis processes. This paper also outlines some limitations as well as avenues for future research.
Author	Rabhi, Fethi A. Yao, Lawrence Guabtni, Adnene
Author_xml	– sequence: 1 givenname: Fethi A. surname: Rabhi fullname: Rabhi, Fethi A. organization: School of Computer Science and Engineering, University of New South Wales – sequence: 2 givenname: Lawrence surname: Yao fullname: Yao, Lawrence email: lawry@cse.unsw.edu.au organization: School of Computer Science and Engineering, University of New South Wales – sequence: 3 givenname: Adnene surname: Guabtni fullname: Guabtni, Adnene organization: School of Computer Science and Engineering, University of New South Wales, NICTA, National ICT Australia
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Cites_doi	10.1016/j.future.2010.05.010 10.1002/cpe.1782 10.1109/MSPEC.2011.5693066 10.1109/HICSS.2008.387 10.1007/978-1-84628-858-6_62 10.1016/j.jss.2009.02.027 10.2307/1392552 10.1109/MC.2006.181 10.1145/234313.234424 10.1007/3-540-44681-8_130 10.1007/s10586-010-0134-7 10.1145/1656274.1656278 10.1089/omi.2011.0007 10.1109/MCSE.1997.615427 10.1007/978-1-4612-5196-5_2 10.1109/MCSE.2011.74 10.1109/DCS.1988.12507 10.1145/1028099.1028103 10.1007/978-3-540-49487-4_23 10.1177/109434200101500302 10.1109/MIC.2004.58 10.1109/HPDC.1999.805289 10.4135/9781412984232 10.1504/IJEF.2009.028978 10.1109/MS.2009.134 10.1007/978-3-642-17226-7_4 10.1016/j.jeconom.2008.01.006 10.1016/S0927-5398(97)00003-0
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Keywords	SOA applications User-driven composition Event processing systems Time series analysis Financial market data Thomson Reuters Data-intensive science Business process modeling High-frequency data ADAGE 68M01
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References	SunWRachevSFabozziFSeeseDWeinhardtCSchlottmannFLong-range dependence, fractal processes, and intra-daily dataHandbook on information technology in finance2008BerlinSpringer54358510.1007/978-3-540-49487-4_23 ParkJRamSInformation systems interoperability: what lies beneathACM Trans Inform Syst200422459563210.1145/1028099.1028103 McFedriesPThe coming data delugeIEEE Spectrum20114821910.1109/MSPEC.2011.5693066 DavenportTHProcess innovation: reengineering work through information technology1993BostonHarvard Business School Press FosterIKesselmanCTueckeSFosterIKesselmanCThe open grid services architectureThe Grid blue print for a new computing infrastructure2004San FranciscoMorgan Kaufmann215257 WegnerPInteroperabilityACM Comput Surv199628128528710.1145/234313.234424 SzalayAExtreme data-intensive scientific computingIEEE Comput Sci Eng201113634412659217 TukeyJWExploratory data analysis1977ReadingAddison–Wesley Publishing Company0409.62003 NezhadHRMBenatallahBCasatiFToumaniFWeb services interoperability specificationsIEEE Comput2006395243210.1109/MC.2006.181 BuschmannFMeunierRRohnertHSommerladPStalMPattern-oriented software architecture: a system of patterns1996ChichesterWiley HartwigFDearingBEExploratory data analysis1979Beverly HillsSage Publications BrodieMLBrodieMLMylopoulosJSchmidtJWOn the development of data modelsOn conceptual modelling: perspectives from artificial intelligence, databases, and programming languages1984New YorkSpringer1947 YuLMorettiCThrasherAEmrichSJuddKHarnessing parallelism in multicore clusters with the All-Pairs, Wavefront, and Makeflow abstractionsJ Cluster Comput20101332432561212.6504610.1007/s10586-010-0134-7 HeyTTansleySTolleKThe fourth paradigm: data-intensive scientific discovery2009RedmondMicrosoft Research AndersenTGSome reflections on analysis of high-frequency dataJ Bus Econ Stat200018214615310.2307/1392552 DacorognaMMGençayRMüllerUOlsenRBPictetOVAn introduction to high-frequency finance2001San DiegoAcademic Press HallMFrankEHolmesGPfahringerBReutemannPWittenIHThe WEKA data mining software: an updateSIGKDD Explor2009111101810.1145/1656274.1656278 KlösgenWŻytkowJMKlösgenWŻytkowJMKnowledge discovery in databases: the purpose, necessity, and challengesHandbook of data mining and knowledge discovery2002New YorkOxford University Press19 RabhiFAGuabtniAYaoLA data model for processing financial market and news dataInt J Electron Finance20093438740310.1504/IJEF.2009.028978 Ogle D, Kreger H, Salahshour A et al (2004) Canonical situation data format: the common base event V1.0.1, IBM, http://www.eclipse.org/tptp/platform/documents/resources/cbe101spec/CommonBaseEventSituationDataV1.0.1.pdf. Accessed 1 March 2011 TRTH (2010) Thomson Reuters Tick History. http://thomsonreuters.com/products_services/financial/financial_products/quantitave_research_trading/tick_history. Accessed 1 July 2010 FrischbierSPetrovISachsKPetrovIGuerreroPAspects of data-intensive cloud computingFrom active data management to event-based systems and more2010BerlinSpringer577710.1007/978-3-642-17226-7_4 DeBardelebenNSassRStanzioneDLigonWBBuilding problem-solving environments with the Arches frameworkJ Syst Softw20098271137115110.1016/j.jss.2009.02.027 CarmichaelRBraga-HenebryPThainDEmrichSBiocompute 2.0: an improved collaborative workspace for data intensive bio-scienceConcurrency Comput Pract Exp201123172305231410.1002/cpe.1782 Armstrong R, Gannon D, Geist A, Keahey K, Kohn S, McInnes L, Parker S, Smolinski B (1999) Toward a common component architecture for high-performance scientific computing. In: Proceedings of 8th international symposium on high performance distributed computing, IEEE, pp 115–124 HoustisEGallopoulosEBramleyRRiceJProblem-solving environments for computational scienceIEEE Comput Sci Eng199743182110.1109/MCSE.1997.615427 Mackenzie CM, Laskey K, McCabe F, Brown PF, Metz R (2006) OASIS reference model for service oriented architecture 1.0, Official OASIS Standard. OASIS SOA Reference Model Technical Committee, http://www.oasis-open.org/committees/tc_home.php?wg_abbrev=soa-rm. Accessed 1 March 2011 SchwiegelshohnUBadiaRMBubakMDaneluttoMDustdarSGagliardiFPerspectives on grid computingFuture Generation Comput Syst20102681104111510.1016/j.future.2010.05.010 BiebersteinNBoseSFiammanteMJonesKShahRService-oriented architecture (SOA) compass: business value, planning, and enterprise roadmap2005IndianapolisIBM Press Litzkow MJ, Livny M, Mutka MW (1988) Condor—a hunter of idle workstations. In: Proceedings of 8th international conference on distributed computing systems, IEEE, pp 104–111 BunninFOGuoYDarlingtonJSakellariouRKeaneJGurdJFreemanLDesign of problem-solving environment for contingent claim valuationEuro-Par 2001 parallel processing2001BerlinSpringer93593810.1007/3-540-44681-8_130 Maurizio A, Sager J, Jones P, Corbitt G, Girolami L (2008) Service oriented architecture: challenges for business and academia. In: Proceedings of 41st annual Hawaii international conference on system sciences (HICSS 2008) (CD-ROM) FosterIKesselmanCTueckeSThe anatomy of the grid: enabling scalable virtual organizationsInt J High Perform Comput Appl200115320022210.1177/109434200101500302 BollerslevTLawTHTauchenGRisk, jumps, and diversificationJ Econ200814412342562439931 FischerGNakakojiKYeYMetadesign: guidelines for supporting domain experts in software developmentIEEE Softw2009265374410.1109/MS.2009.134 FrankelDSModel driven architecture: applying MDA to enterprise computing2003IndianapolisWiley Yao L, Rabhi FA (2010) Modelling exploratory analysis processes for eResearch. In: Proceedings of 21st Australasian Conference on Information Systems (ACIS 2010), http://aisel.aisnet.org/acis2010/14. Accessed 1 March 2011 PapazoglouMPWeb services: principles and technology2008HarlowPearson Education Fleeter S, Houstis E, Rice J, Zhou C, Catlin A (2000) GasTurbnLab: a problem solving environment for simulating gas turbines. In: Proceedings of 16th IMACS world congress on scientific computation, applied mathematics and simulation, pp 104–105 MilanovicNMalekMCurrent solutions for Web service compositionIEEE Internet Comput200486515910.1109/MIC.2004.58 OzdemirVSmithCBongiovanniKCullenDKnoppersBMLoweAPetersMRobbinsRStewartEYeeGYuYKolkerEPolicy and data-intensive scientific discovery in the beginning of the 21st centuryOMICS A J Integr Biol201115422122510.1089/omi.2011.0007 BerreAElvesæterBFigayNGuglielminaCJohnsenSGKarlsenDKnotheTLippeSGonçalvesRJMüllerJPMertinsKZelmMThe ATHENA interoperability frameworkEnterprise interoperability II: new challenges and approaches2007LondonSpringer569580 GoodhartCAEO’HaraMHigh frequency data in financial markets: issues and applicationsJ Empir Finance199742-37311410.1016/S0927-5398(97)00003-0 TG Andersen (193_CR30) 2000; 18 JW Tukey (193_CR5) 1977 ML Brodie (193_CR22) 1984 F Buschmann (193_CR20) 1996 P Wegner (193_CR14) 1996; 28 TH Davenport (193_CR42) 1993 I Foster (193_CR37) 2004 A Szalay (193_CR4) 2011; 13 S Frischbier (193_CR12) 2010 U Schwiegelshohn (193_CR11) 2010; 26 J Park (193_CR13) 2004; 22 E Houstis (193_CR17) 1997; 4 N Bieberstein (193_CR24) 2005 T Bollerslev (193_CR31) 2008; 144 193_CR27 P McFedries (193_CR3) 2011; 48 193_CR25 193_CR26 F Hartwig (193_CR6) 1979 193_CR23 FO Bunnin (193_CR18) 2001 M Hall (193_CR9) 2009; 11 W Sun (193_CR28) 2008 (193_CR1) 2009 L Yu (193_CR36) 2010; 13 193_CR8 FA Rabhi (193_CR32) 2009; 3 MM Dacorogna (193_CR7) 2001 DS Frankel (193_CR39) 2003 N DeBardeleben (193_CR33) 2009; 82 MP Papazoglou (193_CR15) 2008 R Carmichael (193_CR34) 2011; 23 A Berre (193_CR40) 2007 HRM Nezhad (193_CR16) 2006; 39 W Klösgen (193_CR21) 2002 193_CR19 V Ozdemir (193_CR2) 2011; 15 193_CR38 I Foster (193_CR10) 2001; 15 N Milanovic (193_CR41) 2004; 8 CAE Goodhart (193_CR29) 1997; 4 193_CR35 G Fischer (193_CR43) 2009; 26
References_xml	– reference: MilanovicNMalekMCurrent solutions for Web service compositionIEEE Internet Comput200486515910.1109/MIC.2004.58 – reference: Maurizio A, Sager J, Jones P, Corbitt G, Girolami L (2008) Service oriented architecture: challenges for business and academia. In: Proceedings of 41st annual Hawaii international conference on system sciences (HICSS 2008) (CD-ROM) – reference: YuLMorettiCThrasherAEmrichSJuddKHarnessing parallelism in multicore clusters with the All-Pairs, Wavefront, and Makeflow abstractionsJ Cluster Comput20101332432561212.6504610.1007/s10586-010-0134-7 – reference: HallMFrankEHolmesGPfahringerBReutemannPWittenIHThe WEKA data mining software: an updateSIGKDD Explor2009111101810.1145/1656274.1656278 – reference: Armstrong R, Gannon D, Geist A, Keahey K, Kohn S, McInnes L, Parker S, Smolinski B (1999) Toward a common component architecture for high-performance scientific computing. In: Proceedings of 8th international symposium on high performance distributed computing, IEEE, pp 115–124 – reference: DavenportTHProcess innovation: reengineering work through information technology1993BostonHarvard Business School Press – reference: HeyTTansleySTolleKThe fourth paradigm: data-intensive scientific discovery2009RedmondMicrosoft Research – reference: HartwigFDearingBEExploratory data analysis1979Beverly HillsSage Publications – reference: DacorognaMMGençayRMüllerUOlsenRBPictetOVAn introduction to high-frequency finance2001San DiegoAcademic Press – reference: BunninFOGuoYDarlingtonJSakellariouRKeaneJGurdJFreemanLDesign of problem-solving environment for contingent claim valuationEuro-Par 2001 parallel processing2001BerlinSpringer93593810.1007/3-540-44681-8_130 – reference: OzdemirVSmithCBongiovanniKCullenDKnoppersBMLoweAPetersMRobbinsRStewartEYeeGYuYKolkerEPolicy and data-intensive scientific discovery in the beginning of the 21st centuryOMICS A J Integr Biol201115422122510.1089/omi.2011.0007 – reference: SzalayAExtreme data-intensive scientific computingIEEE Comput Sci Eng201113634412659217 – reference: Ogle D, Kreger H, Salahshour A et al (2004) Canonical situation data format: the common base event V1.0.1, IBM, http://www.eclipse.org/tptp/platform/documents/resources/cbe101spec/CommonBaseEventSituationDataV1.0.1.pdf. Accessed 1 March 2011 – reference: KlösgenWŻytkowJMKlösgenWŻytkowJMKnowledge discovery in databases: the purpose, necessity, and challengesHandbook of data mining and knowledge discovery2002New YorkOxford University Press19 – reference: AndersenTGSome reflections on analysis of high-frequency dataJ Bus Econ Stat200018214615310.2307/1392552 – reference: McFedriesPThe coming data delugeIEEE Spectrum20114821910.1109/MSPEC.2011.5693066 – reference: BuschmannFMeunierRRohnertHSommerladPStalMPattern-oriented software architecture: a system of patterns1996ChichesterWiley – reference: WegnerPInteroperabilityACM Comput Surv199628128528710.1145/234313.234424 – reference: TRTH (2010) Thomson Reuters Tick History. http://thomsonreuters.com/products_services/financial/financial_products/quantitave_research_trading/tick_history. Accessed 1 July 2010 – reference: SunWRachevSFabozziFSeeseDWeinhardtCSchlottmannFLong-range dependence, fractal processes, and intra-daily dataHandbook on information technology in finance2008BerlinSpringer54358510.1007/978-3-540-49487-4_23 – reference: FrankelDSModel driven architecture: applying MDA to enterprise computing2003IndianapolisWiley – reference: FischerGNakakojiKYeYMetadesign: guidelines for supporting domain experts in software developmentIEEE Softw2009265374410.1109/MS.2009.134 – reference: BiebersteinNBoseSFiammanteMJonesKShahRService-oriented architecture (SOA) compass: business value, planning, and enterprise roadmap2005IndianapolisIBM Press – reference: ParkJRamSInformation systems interoperability: what lies beneathACM Trans Inform Syst200422459563210.1145/1028099.1028103 – reference: Fleeter S, Houstis E, Rice J, Zhou C, Catlin A (2000) GasTurbnLab: a problem solving environment for simulating gas turbines. In: Proceedings of 16th IMACS world congress on scientific computation, applied mathematics and simulation, pp 104–105 – reference: BerreAElvesæterBFigayNGuglielminaCJohnsenSGKarlsenDKnotheTLippeSGonçalvesRJMüllerJPMertinsKZelmMThe ATHENA interoperability frameworkEnterprise interoperability II: new challenges and approaches2007LondonSpringer569580 – reference: CarmichaelRBraga-HenebryPThainDEmrichSBiocompute 2.0: an improved collaborative workspace for data intensive bio-scienceConcurrency Comput Pract Exp201123172305231410.1002/cpe.1782 – reference: HoustisEGallopoulosEBramleyRRiceJProblem-solving environments for computational scienceIEEE Comput Sci Eng199743182110.1109/MCSE.1997.615427 – reference: DeBardelebenNSassRStanzioneDLigonWBBuilding problem-solving environments with the Arches frameworkJ Syst Softw20098271137115110.1016/j.jss.2009.02.027 – reference: NezhadHRMBenatallahBCasatiFToumaniFWeb services interoperability specificationsIEEE Comput2006395243210.1109/MC.2006.181 – reference: GoodhartCAEO’HaraMHigh frequency data in financial markets: issues and applicationsJ Empir Finance199742-37311410.1016/S0927-5398(97)00003-0 – reference: BollerslevTLawTHTauchenGRisk, jumps, and diversificationJ Econ200814412342562439931 – reference: PapazoglouMPWeb services: principles and technology2008HarlowPearson Education – reference: SchwiegelshohnUBadiaRMBubakMDaneluttoMDustdarSGagliardiFPerspectives on grid computingFuture Generation Comput Syst20102681104111510.1016/j.future.2010.05.010 – reference: FrischbierSPetrovISachsKPetrovIGuerreroPAspects of data-intensive cloud computingFrom active data management to event-based systems and more2010BerlinSpringer577710.1007/978-3-642-17226-7_4 – reference: Mackenzie CM, Laskey K, McCabe F, Brown PF, Metz R (2006) OASIS reference model for service oriented architecture 1.0, Official OASIS Standard. OASIS SOA Reference Model Technical Committee, http://www.oasis-open.org/committees/tc_home.php?wg_abbrev=soa-rm. Accessed 1 March 2011 – reference: RabhiFAGuabtniAYaoLA data model for processing financial market and news dataInt J Electron Finance20093438740310.1504/IJEF.2009.028978 – reference: TukeyJWExploratory data analysis1977ReadingAddison–Wesley Publishing Company0409.62003 – reference: Litzkow MJ, Livny M, Mutka MW (1988) Condor—a hunter of idle workstations. In: Proceedings of 8th international conference on distributed computing systems, IEEE, pp 104–111 – reference: FosterIKesselmanCTueckeSFosterIKesselmanCThe open grid services architectureThe Grid blue print for a new computing infrastructure2004San FranciscoMorgan Kaufmann215257 – reference: FosterIKesselmanCTueckeSThe anatomy of the grid: enabling scalable virtual organizationsInt J High Perform Comput Appl200115320022210.1177/109434200101500302 – reference: Yao L, Rabhi FA (2010) Modelling exploratory analysis processes for eResearch. In: Proceedings of 21st Australasian Conference on Information Systems (ACIS 2010), http://aisel.aisnet.org/acis2010/14. Accessed 1 March 2011 – reference: BrodieMLBrodieMLMylopoulosJSchmidtJWOn the development of data modelsOn conceptual modelling: perspectives from artificial intelligence, databases, and programming languages1984New YorkSpringer1947 – volume-title: Pattern-oriented software architecture: a system of patterns year: 1996 ident: 193_CR20 – volume: 26 start-page: 1104 issue: 8 year: 2010 ident: 193_CR11 publication-title: Future Generation Comput Syst doi: 10.1016/j.future.2010.05.010 – start-page: 1 volume-title: Handbook of data mining and knowledge discovery year: 2002 ident: 193_CR21 – ident: 193_CR26 – volume: 23 start-page: 2305 issue: 17 year: 2011 ident: 193_CR34 publication-title: Concurrency Comput Pract Exp doi: 10.1002/cpe.1782 – volume: 48 start-page: 19 issue: 2 year: 2011 ident: 193_CR3 publication-title: IEEE Spectrum doi: 10.1109/MSPEC.2011.5693066 – ident: 193_CR23 doi: 10.1109/HICSS.2008.387 – start-page: 569 volume-title: Enterprise interoperability II: new challenges and approaches year: 2007 ident: 193_CR40 doi: 10.1007/978-1-84628-858-6_62 – volume: 82 start-page: 1137 issue: 7 year: 2009 ident: 193_CR33 publication-title: J Syst Softw doi: 10.1016/j.jss.2009.02.027 – start-page: 215 volume-title: The Grid blue print for a new computing infrastructure year: 2004 ident: 193_CR37 – volume: 18 start-page: 146 issue: 2 year: 2000 ident: 193_CR30 publication-title: J Bus Econ Stat doi: 10.2307/1392552 – ident: 193_CR8 – volume: 39 start-page: 24 issue: 5 year: 2006 ident: 193_CR16 publication-title: IEEE Comput doi: 10.1109/MC.2006.181 – volume: 28 start-page: 285 issue: 1 year: 1996 ident: 193_CR14 publication-title: ACM Comput Surv doi: 10.1145/234313.234424 – start-page: 935 volume-title: Euro-Par 2001 parallel processing year: 2001 ident: 193_CR18 doi: 10.1007/3-540-44681-8_130 – volume: 13 start-page: 243 issue: 3 year: 2010 ident: 193_CR36 publication-title: J Cluster Comput doi: 10.1007/s10586-010-0134-7 – volume: 11 start-page: 10 issue: 1 year: 2009 ident: 193_CR9 publication-title: SIGKDD Explor doi: 10.1145/1656274.1656278 – volume: 15 start-page: 221 issue: 4 year: 2011 ident: 193_CR2 publication-title: OMICS A J Integr Biol doi: 10.1089/omi.2011.0007 – volume: 4 start-page: 18 issue: 3 year: 1997 ident: 193_CR17 publication-title: IEEE Comput Sci Eng doi: 10.1109/MCSE.1997.615427 – ident: 193_CR19 – start-page: 19 volume-title: On conceptual modelling: perspectives from artificial intelligence, databases, and programming languages year: 1984 ident: 193_CR22 doi: 10.1007/978-1-4612-5196-5_2 – volume: 13 start-page: 34 issue: 6 year: 2011 ident: 193_CR4 publication-title: IEEE Comput Sci Eng doi: 10.1109/MCSE.2011.74 – ident: 193_CR27 – volume-title: The fourth paradigm: data-intensive scientific discovery year: 2009 ident: 193_CR1 – ident: 193_CR25 – ident: 193_CR35 doi: 10.1109/DCS.1988.12507 – volume-title: Web services: principles and technology year: 2008 ident: 193_CR15 – volume-title: Process innovation: reengineering work through information technology year: 1993 ident: 193_CR42 – volume-title: Exploratory data analysis year: 1977 ident: 193_CR5 – volume: 22 start-page: 595 issue: 4 year: 2004 ident: 193_CR13 publication-title: ACM Trans Inform Syst doi: 10.1145/1028099.1028103 – start-page: 543 volume-title: Handbook on information technology in finance year: 2008 ident: 193_CR28 doi: 10.1007/978-3-540-49487-4_23 – volume: 15 start-page: 200 issue: 3 year: 2001 ident: 193_CR10 publication-title: Int J High Perform Comput Appl doi: 10.1177/109434200101500302 – volume-title: Service-oriented architecture (SOA) compass: business value, planning, and enterprise roadmap year: 2005 ident: 193_CR24 – volume: 8 start-page: 51 issue: 6 year: 2004 ident: 193_CR41 publication-title: IEEE Internet Comput doi: 10.1109/MIC.2004.58 – ident: 193_CR38 doi: 10.1109/HPDC.1999.805289 – volume-title: Exploratory data analysis year: 1979 ident: 193_CR6 doi: 10.4135/9781412984232 – volume: 3 start-page: 387 issue: 4 year: 2009 ident: 193_CR32 publication-title: Int J Electron Finance doi: 10.1504/IJEF.2009.028978 – volume-title: Model driven architecture: applying MDA to enterprise computing year: 2003 ident: 193_CR39 – volume: 26 start-page: 37 issue: 5 year: 2009 ident: 193_CR43 publication-title: IEEE Softw doi: 10.1109/MS.2009.134 – start-page: 57 volume-title: From active data management to event-based systems and more year: 2010 ident: 193_CR12 doi: 10.1007/978-3-642-17226-7_4 – volume: 144 start-page: 234 issue: 1 year: 2008 ident: 193_CR31 publication-title: J Econ doi: 10.1016/j.jeconom.2008.01.006 – volume: 4 start-page: 73 issue: 2-3 year: 1997 ident: 193_CR29 publication-title: J Empir Finance doi: 10.1016/S0927-5398(97)00003-0 – volume-title: An introduction to high-frequency finance year: 2001 ident: 193_CR7
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