Skip to main content
Erschienen in:
Buchtitelbild

2017 | OriginalPaper | Buchkapitel

Conceptualization of Methods and Experiments in Data Intensive Research Domains

verfasst von : Nikolay A. Skvortsov, Leonid A. Kalinichenko, Dmitry Yu Kovalev

Erschienen in: Data Analytics and Management in Data Intensive Domains

Verlag: Springer International Publishing

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Nowadays research of various scopes especially in natural sciences requires manipulation of big volumes of data generated by observation, experiments and modeling. Organization of data-intensive research assumes definition of domain specifications including concepts (specified by ontologies) and formal representation of data describing domain objects and their behavior (using conceptual schemes), shared and maintained by communities working in the respective domains. Research infrastructures are based on domain specifications and provide methods applied to such specifications, collected and developed by research communities. Tools for organizing experiments in research infrastructures are also supported by conceptual specifications of measuring and investigating object properties, applying the research methods, describing and testing the hypotheses. Astronomy as a sample data intensive domain is chosen to demonstrate building of conceptual specifications and usage of them for data analysis.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
10.
Zurück zum Zitat Hey, T., et al. (eds.): The Fourth Paradigm: Data-Intensive Scientific Discovery. Microsoft Research, Redmond (2009) Hey, T., et al. (eds.): The Fourth Paradigm: Data-Intensive Scientific Discovery. Microsoft Research, Redmond (2009)
11.
Zurück zum Zitat Abrial, J.R.: The B Book. Assigning Programs to Meanings. Cambridge University Press, Cambridge (1996)CrossRefMATH Abrial, J.R.: The B Book. Assigning Programs to Meanings. Cambridge University Press, Cambridge (1996)CrossRefMATH
12.
Zurück zum Zitat Belhajjame, K., et al.: Workflow-centric research objects: a first class citizen in the scholarly discourse. In: ESWC2012 Workshop on the Future of Scholarly Communication in the Semantic Web (SePublica2012), pp. 1–12, Heraklion (2012) Belhajjame, K., et al.: Workflow-centric research objects: a first class citizen in the scholarly discourse. In: ESWC2012 Workshop on the Future of Scholarly Communication in the Semantic Web (SePublica2012), pp. 1–12, Heraklion (2012)
13.
Zurück zum Zitat Briukhov, D.O., Vovchenko, A.E., Kalinichenko L.A.: Support of the workflow specifications reuse by ensuring its independence of the specific data collections and services. In: Proceedings of the 15th Russian Conference on Digital Libraries RCDL 2013, vol. 1108, pp. 61–69. CEUR Workshop Proceedings (2013). (In Russian) Briukhov, D.O., Vovchenko, A.E., Kalinichenko L.A.: Support of the workflow specifications reuse by ensuring its independence of the specific data collections and services. In: Proceedings of the 15th Russian Conference on Digital Libraries RCDL 2013, vol. 1108, pp. 61–69. CEUR Workshop Proceedings (2013). (In Russian)
15.
Zurück zum Zitat Kalinichenko, L.A., Briukhov, D.O., Martynov, D.O., Skvortsov, N.A., Stupnikov, S.A.: Mediation framework for enterprise information system infrastructures. In: Proceedings of the 9th International Conference on Enterprise Information Systems, ICEIS 2007. Volume Databases and Information Systems Integration, Funchal, pp. 246–251(2007) Kalinichenko, L.A., Briukhov, D.O., Martynov, D.O., Skvortsov, N.A., Stupnikov, S.A.: Mediation framework for enterprise information system infrastructures. In: Proceedings of the 9th International Conference on Enterprise Information Systems, ICEIS 2007. Volume Databases and Information Systems Integration, Funchal, pp. 246–251(2007)
16.
Zurück zum Zitat Kalinichenko, L.A., Stupnikov, S.A.: OWL as yet another data model to be integrated. In: Proceedings of the 15th East-European Conference Advances in Databases and Information Systems, vol. 2, pp. 178–189. Austrian Computer Society, Vienna (2011) Kalinichenko, L.A., Stupnikov, S.A.: OWL as yet another data model to be integrated. In: Proceedings of the 15th East-European Conference Advances in Databases and Information Systems, vol. 2, pp. 178–189. Austrian Computer Society, Vienna (2011)
17.
Zurück zum Zitat Kalinichenko, L.A., Stupnikov, S.A., Martynov, D.O.: SYNTHESIS: a language for canonical information modeling and mediator definition for problem solving in heterogeneous information resource environments, 171 p. IPI RAS, Moscow (2007) Kalinichenko, L.A., Stupnikov, S.A., Martynov, D.O.: SYNTHESIS: a language for canonical information modeling and mediator definition for problem solving in heterogeneous information resource environments, 171 p. IPI RAS, Moscow (2007)
18.
Zurück zum Zitat Kalinichenko, L., Stupnikov, S., Vovchenko, A., Kovalev, D.: Rule-based multidialect infrastructure for conceptual problem solving over heterogeneous distributed information resources. In: Catania, B., et al. (eds.) New Trends in Databases and Information Systems. AISC, vol. 241, pp. 61–68. Springer, Cham (2013)CrossRef Kalinichenko, L., Stupnikov, S., Vovchenko, A., Kovalev, D.: Rule-based multidialect infrastructure for conceptual problem solving over heterogeneous distributed information resources. In: Catania, B., et al. (eds.) New Trends in Databases and Information Systems. AISC, vol. 241, pp. 61–68. Springer, Cham (2013)CrossRef
19.
Zurück zum Zitat Kogalovskiy, M.R., Kalinichenko, L.A.: Conceptual modeling in database technologies and ontological models. In: Kalinichenko, L.A. (ed.) Proceedings of the Workshop on Ontological Modeling, pp. 114–148. IPI RAS, Moscow (2008). (In Russian) Kogalovskiy, M.R., Kalinichenko, L.A.: Conceptual modeling in database technologies and ontological models. In: Kalinichenko, L.A. (ed.) Proceedings of the Workshop on Ontological Modeling, pp. 114–148. IPI RAS, Moscow (2008). (In Russian)
20.
Zurück zum Zitat Luric, M., Tysoc, T.: LSST data management: entering the era of petascale optical astronomy. Proc. Int. Astron. Union 10(H16), 675–676 (2012)CrossRef Luric, M., Tysoc, T.: LSST data management: entering the era of petascale optical astronomy. Proc. Int. Astron. Union 10(H16), 675–676 (2012)CrossRef
21.
22.
Zurück zum Zitat Schentz, H., le Franc, Y.: Building a semantic repository using B2SHARE. In: EUDAT 3rd Conference (2014) Schentz, H., le Franc, Y.: Building a semantic repository using B2SHARE. In: EUDAT 3rd Conference (2014)
23.
Zurück zum Zitat Skvortsov, N.A.: Application of concept refinement in salvation of ontology manipulation tasks. In: Proceedings of the Ninth Russian Conference on Digital Libraries RCDL 2007, pp. 225–229. Pereslavl University, Pereslavl-Zalesskij (2007). (In Russian) Skvortsov, N.A.: Application of concept refinement in salvation of ontology manipulation tasks. In: Proceedings of the Ninth Russian Conference on Digital Libraries RCDL 2007, pp. 225–229. Pereslavl University, Pereslavl-Zalesskij (2007). (In Russian)
24.
Zurück zum Zitat Skvortsov, N.A.: Using of an interactive proving system for ontology mapping. In: Proceedings of the Eighth Russian Conference on Digital Libraries, RCDL 2006, Suzdal, pp. 65–69. P.G. Demidov Yaroslavl State University, Yaroslavl (2006). (In Russian) Skvortsov, N.A.: Using of an interactive proving system for ontology mapping. In: Proceedings of the Eighth Russian Conference on Digital Libraries, RCDL 2006, Suzdal, pp. 65–69. P.G. Demidov Yaroslavl State University, Yaroslavl (2006). (In Russian)
25.
Zurück zum Zitat Skvortsov, N.A., Kalinichenko, L.A., Kovalev, D.Y.: Conceptual modeling of subject domains in data intensive research. In: Selected Papers of the XVIII International Conference on Data Analytics and Management in Data Intensive Domains (DAMDID/RCDL 2016), vol. 1752, pp. 7–15. CEUR Workshop Proceedings (2016). (In Russian) Skvortsov, N.A., Kalinichenko, L.A., Kovalev, D.Y.: Conceptual modeling of subject domains in data intensive research. In: Selected Papers of the XVIII International Conference on Data Analytics and Management in Data Intensive Domains (DAMDID/RCDL 2016), vol. 1752, pp. 7–15. CEUR Workshop Proceedings (2016). (In Russian)
26.
Zurück zum Zitat Skvortsov, N.A., et al.: Metadata model for semantic search for rule-based workflow implementations. Syst. Means. Inform. 24(4), 4–28 (2014). IPI RAS, Moscow (In Russian) Skvortsov, N.A., et al.: Metadata model for semantic search for rule-based workflow implementations. Syst. Means. Inform. 24(4), 4–28 (2014). IPI RAS, Moscow (In Russian)
27.
Zurück zum Zitat Starr, J., et al.: Achieving human and machine accessibility of cited data in scholarly publications. PeerJ Comput. Sci. 1, e1 (2015)CrossRef Starr, J., et al.: Achieving human and machine accessibility of cited data in scholarly publications. PeerJ Comput. Sci. 1, e1 (2015)CrossRef
28.
Zurück zum Zitat Stupnikov, S.A.: Mapping of canonical model core specifications in abstract machine Notation. In: Formal Methods and Models for Compositional Infrastructures of Distributed Information Systems: The Systems and Means of Informatics, pp. 69–95. IPI RAS, Moscow (2005). Special Issue (In Russian) Stupnikov, S.A.: Mapping of canonical model core specifications in abstract machine Notation. In: Formal Methods and Models for Compositional Infrastructures of Distributed Information Systems: The Systems and Means of Informatics, pp. 69–95. IPI RAS, Moscow (2005). Special Issue (In Russian)
29.
Zurück zum Zitat Tejo-Alonso, C., Berrueta, D., Polo, L., Fernández, S.: Metadata for web ontologies and rules: current practices and perspectives. In: García-Barriocanal, E., Cebeci, Z., Okur, M.C., Öztürk, A. (eds.) MTSR 2011. CCIS, vol. 240, pp. 56–67. Springer, Heidelberg (2011). doi:10.1007/978-3-642-24731-6_6 CrossRef Tejo-Alonso, C., Berrueta, D., Polo, L., Fernández, S.: Metadata for web ontologies and rules: current practices and perspectives. In: García-Barriocanal, E., Cebeci, Z., Okur, M.C., Öztürk, A. (eds.) MTSR 2011. CCIS, vol. 240, pp. 56–67. Springer, Heidelberg (2011). doi:10.​1007/​978-3-642-24731-6_​6 CrossRef
30.
Zurück zum Zitat Vovchenko, A.E., et al.: From specifications of requirements to conceptual schema. In: Proceedings of the 12th Russian Conference on Digital Libraries RCDL 2010, pp. 375–381. Kazan Federal University, Kazan (2010). (In Russian) Vovchenko, A.E., et al.: From specifications of requirements to conceptual schema. In: Proceedings of the 12th Russian Conference on Digital Libraries RCDL 2010, pp. 375–381. Kazan Federal University, Kazan (2010). (In Russian)
31.
Zurück zum Zitat Walton, N.A., et al.: Taverna and workflows in the virtual observatory. In: Astronomical Data Analysis Software and Systems ASP Conference Series, vol. 394, p. 309 (2007) Walton, N.A., et al.: Taverna and workflows in the virtual observatory. In: Astronomical Data Analysis Software and Systems ASP Conference Series, vol. 394, p. 309 (2007)
32.
Zurück zum Zitat Wilkinson M., et al: The FAIR guiding principles for scientific data management and stewardship. Sci. data 3 (2016) Wilkinson M., et al: The FAIR guiding principles for scientific data management and stewardship. Sci. data 3 (2016)
Metadaten
Titel
Conceptualization of Methods and Experiments in Data Intensive Research Domains
verfasst von
Nikolay A. Skvortsov
Leonid A. Kalinichenko
Dmitry Yu Kovalev
Copyright-Jahr
2017
DOI
https://doi.org/10.1007/978-3-319-57135-5_1