Scholarly record
CONCEPTUAL MODEL OF NOSQL DATA WAREHOUSE ON THE BASE OF USER SKILLS STORING MODEL
Abstract
The existing approach to data modeling allows to put in an information system only a structure for their factographic mapping. Meanwhile, in reality, data exists within the context which is some user's skill for obtaining them. In the previous study, a model for representing the user's skill was developed. This model represents data in a form of possible action, which, depending on the situation, allows obtaining the expected data. The developed model has such advantages as providing flexibility in accordance with the changing operating conditions for the information system and modeling data inextricably from the context in which these data appear in a subject domain. The user experience storing model requires fundamentally new approaches to structuring the warehouse which should maintain to hierarchical nesting (scaling in depth) and the development of hierarchy levels (scaling in width), as well as the parallel existence of multiple instances of hierarchies - a hierarchy of possible actions and hierarchies of concrete actions. The hierarchy of possible actions is an evolving model of the information system. An instance of the hierarchy of specific actions - snapshots of the state of the system at certain points in time. The existing approaches to the structuring of data warehouses do not allow to use of such model fully. The paper presents a data warehouse model using the schema-free NoSQL database capabilities, which allows storing a description of the domain in terms of user skills
Publication Impact Profile
Publication details
References15
Rogozov YI Methodology of creation of subject-oriented systems. Journal of Informatization and Communications 2'2014, p. 6-10
Date, C. J. Database in Depth. - O'Reilly, 2005. - 240 p. - ISBN 0-596-10012-4.
Alexandr Savinov. ConceptMix - Self-Service Analytical Data Integration based on the Concept-Oriented Model Proceedings of 3rd International Conference on Data Management Technologies and Applications. 2014. ISBN: 978-989-758-035-2. p.p. 78-85
Marko Palviainen, Jarkko Kuusijarvi, Timo Tuomisto and Eila Ovaska. Towards a Data Model of End-User Programming of Applications Proceedings of 3rd International Conference on Data Management Technologies and Applications. 2014. ISBN: 978-989-758-035-2. Towards a Data Model of End-User Programming of Applications 272-282
Carlos Rossi, Antonio Guevara, Manuel Enciso. A TOOL FOR USER-GUIDED DATABASE APPLICATION DEVELOPMENT. Automatic Design of XML Models using CBD Proceedings of the Fifth International Conference on Software and Data Technologies, ICSOFT 2010, Volume 2, p.195-200
Polishchuk, Yu.V. Modeling of information storage subsystems oriented to storage of quasistructured objects / Polishchuk Yu.V., Chernykh Т.А. // New Technologies, Information Technologies, № (2009), - 2009. - P. 66-71
Athula G. Meta-design paradigm based approach for iterative rapid development of enterprise WEB applications. Proceedings of the Fifth International Conference on Software and Data Technologies, ICSOFT 2010, p.337-343 28.
El Akkaoui Z. et al. BPMN-based conceptual modeling of ETL processes // Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2012. Vol. 7448 LNCS., Pages 1-14
Oliveira B., Belo O. A domain-specific language for ETL patterns specification in data warehousing systems // Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). 2015. Т. 9273., Pages 597-602
Khouri S., Abdellaoui S., Nader F. Avoiding ontology confusion in ETL processes // Communications in Computer and Information Science. 2015. Т. 539., Pages 119-126
Schultz A. et al. LDIF - A Framework for Large-Scale Linked Data Integration // 21st Int. World Wide Web Conf. (WWW 2012), Dev. Track, Lyon, Fr. 2012. P. 1–3.
Stonebraker, M. C-Store: A Column-Oriented DBMS [Текст] / M. Stonebraker, D. J. Abadi, A. Batkin [и др.]. // In VLDB, — 2005. — C. 553–564.
Nadkarni, P. An Introduction to Entity-Attribute-Value Design for Generic Clinical Study Data Management Systems [Электронный ресурс] / P. Nadkarni, Center for Medical Informatics, Yale University Medical School. — Режим доступа: http://med.yale.edu/
Kucherov, S., Rogozov, Y., Sviridov, A., and Rasol, M. 2015. Approach to data warehousing in configurable information systems based on action abstraction / Communications in Computer and Information Science, Volume 535, 2015, Pages 139-148
McCreary, D., Kelly, A., 2013. Making Sense of NoSQL: A guide for managers and the rest of us. Manning Publications, 312 p. ISBN 978-1-61729-107-4.
View or Download full articleAccess options
SWS access login
Login as SWS Scientific CommitteeLogin as SWS Scientific PartnerLogin as SWS AuthorAuthors and approved SWS contributors will read and export their own linked papers after identity matching by SWS profile, email and SGEM GlobalID.
For librarian assistance: [email protected]
Purchase Instant Access
- Article can be downloaded after successful payment.
- Article may be used according to SWS library access terms.
- Article cannot be redistributed.


