Formation of analytical activity scenarios

Authors

  • О. V. Koval
  • К. А. Zaitseva
  • Yu. D. Boyko

Abstract

Advanced analytics is one of the most required information technologies. Research of a scenario formation process of analytical activity is required for advanced analytics realization. Analytical activity scenarios define order of analytical activity conduction for obtainment of necessary information that assist to produce informed decisions. Scenario formation contains of scenarios building and optimization. The subject of the article is improvement of domain model over which analytical activity is performed. Object-oriented modeling method and adaptive object model approach is used to build analyzable domain object model. An adaptive object model that submits classes, attributes and relationships as metadata is built. Use of improving domain model in scenario area method that is used for scenario optimization conducts to enhancement of scenario optimization results. Scenario area method is adopted with account of domain object model building that includes analytical activity scenarios. Class diagram has been developed for domain and scenarios object model and can be used as computer model element of information-analytical program platform.

References

Magic Quadrant for Business Intelligence and Analytics Platforms. — 2013, © Gartner.

Gartner Identifies the Top 10 Strategic Technologies for 2010. — 2009, © Gartner.

Kul’ba V.V., Kononov D.А., CHernov I.V., Roshchin P.E., SHuligina O.А. Stsenarnoye issledovaniye slozhnykh sistem: analiz metodov gruppovogo upravleniya // Upravleniye bol’shimi sistemami. 2010. Spetsial’nyy vypusk 30.1 "Setevyye modeli v upravlenii". — C. 154–186.

Kul’baba V.V., Kononov D.А., Kosyachenko S.А., SHubina А.N. Metody formirovaniya stsenariyev razvitiya sotsial’no-ekonomicheskikh sistem / Seriya "Sistemy i problemy upravleniya". — 2004. — 296 c.

YUditskiy S.А., Baron YU.L., ZHukova G.N. Postroyeniye i analiz logicheskogo portreta slozhnykh sistem: Preprint. — M.: IPU RАN, 1997. — 48 s.

Ph. Van Notten, Scenario Development: a Typology of Approaches // Think Scenario, Rethink Education. — Paris: OECD Publishing, 2006. — Р. 69–84.

Schoemaker PJH. Multiple scenario development: Its conceptual and behavioural foundation // Strategic Management Journal. — 1993. — N 14. — P. 193–213.

Yang A., Abbass H.A. & Sarker R. 2006. Land Combat Scenario Planning: A Multiobjective Approach, Lecture Notes Computer Science, LNCS 4247, Springer-Verlag. — P. 837–844.

Kononov D.А. Effektivnyye strategii formirovaniya stsenariyev v АSU CHS // Аvtomatika i telemekhanika. — 2001. — № 2. — S. 170–181.

Kononov D.А., Kosyachenko S.А., Kul’baba V.V. Formirovaniye i analiz stsenariyev razvitiya sotsial’no-ekonomicheskikh sistem s ispol’zovaniyem apparata operatornykh grafov // Аvtomatika i telemekhanika. — 2007. — № 1. — C. 121–136.

Аvdeyeva Z.K., Maksimov V.I. Metodika vybora faktorov i postroyeniya stsenariyev analiza razvitiya situatsii na baze SWOT-skhemy // Upravleniye bol’shimi sistemami. — 2010. — № 31. — S. 6–34.

Ob"yektno-oriyentovane modelyuvannya prohramnykh system: Navchal'nyy posibnyk. — L'viv: Vydavnychyy tsentr LNU im. Ivana Franka, 2007. — 108 s.

Ferreira H.S. Adaptive object-modelling: Patterns, tools and applications / H.S. Ferreira, A. Aguiar, J.P. Faria // International Conference on Software Engineering Advances. — IEEE Computer Society: Los Alamitos, CA, 2009. — P. 530–535.

Revault N. Adaptive Object-Models and Metamodeling Techniques / N. Revault, W.Y. Joseph // ECOOP Workshops. — 2001. — P. 57–71.

Welicki L. Adaptive Object Model Builder / L. Welicki, R. Wirfs-Brock, J.W. Yoder // Pattern Languages of Programs PLoP 2009. — Chicago, 2009. — P. 1–7.

Welicki L., Yoder J.R., Wirfs-Brock R. Rendering Patterns for Adaptive Object Models // 14th Pattern Language of Programs Conference. — Monticello, 2007. — P. 1–22.

Yoder J.W. Metadata and Active Object-Models / J.W. Yoder, B. Foote, D. Riehle, M. Tilman // Workshop Results Submission. — OOPSLA Addendum, 1998. — P. 50–60.

Marcio Sa, Diego Jesus. Adaptive Object Modeling. — 2010. — P. 22–31.

Yoder J.W. Architecture and Design of Adaptive Object-Models // SIGPLAN Notices 12. — 2001. — P. 50–51.

Downloads

Issue

Section

Decision making and control in economic, technical, ecological and social systems