Abstract
To define a common data security policy in a large-scale distributed data management system, it is necessary to create a uniform data catalog. The existing conceptual data models and their suitability for the problem are considered in the paper. The authors propose a new aggregate model for conceptual big data description in large-scale distributed data management systems security subsystems. The paper presents the mapping of the DBMS data models to the new conceptual model.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Ahmad, K., Alam, S., Udzir, N.I.: Security of NoSQL database against intruders. Recent Pat. Eng. (2018). https://doi.org/10.2174/1872212112666180731114714
Alshboul, Y., Wang, Y., Nepali, R.K.: Big data lifecycle : threats and security model. In: Twenty-First Americas Conference on Information Systems (AMCIS), pp. 1–7 (2015)
Bagozi, A., Bianchini, D., De Antonellis, V., Marini, A., Ragazzi, D.: Big data conceptual modelling in cyber-physical systems. Int. J. Concept. Model. (2018). https://doi.org/10.18417/emisa.si.hcm.24. Special Issue on Conceptual Modelling in Honour of Heinrich C. Mayr
Far S.B., Rad, A.I.: Security Analysis of Big Data on Internet of Things (2018). https://arxiv.org/abs/1808.09491. Accessed 28 Aug 2018
Calvanese, D., Lenzerini, M., Nardi, D.: Description logics for conceptual data modeling. In: Logics for Databases and Information Systems, The Springer International Series in Engineering and Computer Science (1998). https://doi.org/10.1007/978-1-4615-5643-5_8
Chebotko, A., Kashlev, A., Lu, S.: A big data modeling methodology for apache cassandra. In: 2015 IEEE International Congress on Big Data, New York (2015). https://doi.org/10.1109/BigDataCongress.2015.41
D’Acquisto, G., Domingo-Ferrer, J., Kikiras, P., Torra, V., Montjoye, Y.D., Bourka, A.: Privacy by design in big data: an overview of privacy enhancing technologies in the era of big data analytics. CoRR, abs/1512.06000 (2015)
Davies, I., Green, P., Rosemann, M., Indulska, M., Gallo, S.: How do practitioners use conceptual modeling in practice? Data Knowl. Eng. 58(3) (2006). https://doi.org/10.1016/j.datak.2005.07.007
Embley, D.W., Thalheim, B.: Handbook of Conceptual Modeling: Theory, Practice, and Research Challenges, 1st edn. Springer Publishing Company (2011)
Ferraiolo, D.F., Kuhn, R.D., Chandramouli, R.: Role-based Access Control, 2nd edn. Artech House (2007)
Gaidamakin, N.A.: Access to Information in Computer Systems. Ural Publishing House, Yekaterinburg (2003). UN-TA
Gaydamakin, N.A.: Multilevel thematic-hierarchical access control (MLTHS-system). Prikladnaya Diskretnaya Matematika 39 (2018). https://doi.org/10.17223/20710410/39/4
Gil, D., Song, I.-Y.: Modeling and management of big data: challenges and opportunities. Future Gen. Comput. Syst. (2015). https://doi.org/10.1016/j.future.2015.07.019
Jarrar, M., Demey, J., Meersman, R.: On using conceptual data modeling for ontology engineering. J. Data Semant. I (2003). https://doi.org/10.1007/978-3-540-39733-5_8
Jiaheng, L., Holubová, I.: Multi-model data management: what’s new and what’s next? In: EDBT (2017). https://doi.org/10.5441/002/edbt.2017.80
Kim, S., Kim, N., Chung, T.: Attribute relationship evaluation methodology for big data security. In: 2013 International Conference on IT Convergence and Security (ICITCS), Macao (2013). https://doi.org/10.1109/ICITCS.2013.6717808
Kleppmann, M.: Designing Data-Intensive Applications. O’Reilly (2018)
Kotenko, I., Fedorchenko, A., Doynikova, E., Chechulin, A.: An ontology-based hybrid storage of security information. Inf. Technol. Control (4) (2018)
Kotenko, I., Polubelova, O., Saenko, I.: The ontological approach for SIEM data repository implementation. In: 2012 IEEE International Conference on Green Computing and Communications, Besancon (2012). https://doi.org/10.1109/GreenCom.2012.125
Kuznetsov, S.D., Poskonin, A.V.: NoSQL data management systems. Program. Comput. Softw. (2014). https://doi.org/10.1134/S0361768814060152. M.: Springer-Verlag GmbH
Loucopoulos, P., Zicari, R.: Conceptual Modeling, Databases, and Case: An Integrated View of Information Systems Development. John Wiley & Sons Inc, New York (1992)
Mehmood, A., Natgunanathan, I., Xiang, Y., Hua, G., Guo, S.: Protection of big data privacy. IEEE Access (2016). https://doi.org/10.1109/ACCESS.2016.2558446
Moreno, J., Serrano, M.A., Fernández-Medina, E.: Main issues in big data security. Future Internet (2016). https://doi.org/10.3390/fi8030044
Palacio, L.A., Gimenez, G.A., Rodenas, C.J.C., Roman, R.J.F.: Genomic data management in big data environments: the colorectal cancer case. In: Advances in Conceptual Modeling, ER 2018 (2018) https://doi.org/10.1007/978-3-030-01391-2_36
Pernul, G.: Canonical security modeling for federated databases. In: IFIP Transactions A: Computer Science and Technology, Interoperable Database Systems (1993). https://doi.org/10.1016/B978-0-444-89879-1.50018-X
Poltavtseva, M.A.: Consistent approach to secure big data processing and storage systems development. Problems Inf. Secur. Comput. Syst. (2) (2019, in press)
Poltavtseva, M.A., Kalinin, M.O.: Threat model of big data processing and storage Systems. Problems Inf. Secur. Comput. Syst. (2) (2019, in press)
Pras, A., Schoenwaelder, J.: On the Difference between Information Models and Data Models, RFC 3444 (2003). https://doi.org/10.17487/RFC3444
Storey, V.C., Song, I.-Y.: Big data technologies and management: what conceptual modeling can do. Data Knowl. Eng. (2017). https://doi.org/10.1016/j.datak.2017.01.001
Storey, V.C., Trujillo, J.C., Liddle, S.W.: Research on conceptual modeling: themes, topics, and introduction to the special issue. Data Knowl. Eng. (2015). https://doi.org/10.1016/j.datak.2015.07.002
Thuraisingham, B.: Database and Applications Security: Integrating Information Security and Data Management. Taylor & Francis Group (2005)
Veniaminov, E.M.: Algebraic Methods in Database Theory and Knowledge Representation. Scientific World, Moscow (2003)
Zegzhda, P.D., Zegzhda, D.P.: Secure systems design technology. In: Lecture Notes in Computer Science, vol. 2052 (2001)
Acknowledgements
The reported study was funded by RFBR according to the research project N18-29-03102.
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 Springer Nature Switzerland AG
About this paper
Cite this paper
Poltavtseva, M.A., Kalinin, M.O. (2020). Conceptual Data Modeling Using Aggregates to Ensure Large-Scale Distributed Data Management Systems Security. In: Kotenko, I., Badica, C., Desnitsky, V., El Baz, D., Ivanovic, M. (eds) Intelligent Distributed Computing XIII. IDC 2019. Studies in Computational Intelligence, vol 868. Springer, Cham. https://doi.org/10.1007/978-3-030-32258-8_5
Download citation
DOI: https://doi.org/10.1007/978-3-030-32258-8_5
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-030-32257-1
Online ISBN: 978-3-030-32258-8
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)