Scholarly record
CLASSIFICATION OF OBJECTS IN GRID COMPUTING
Abstract
This study reviews the problem of creating an algorithm for classifying objects in a Grid system, which will allow the automation of this process to proceed. Splitting objects into classes allows you to effectively manage the resources and processes that occur in a distributed system. Classification according to the current values of characteristics, by reference values of characteristics, with an analysis of the original causes of the result and also a modeled classification is considered. The problem of determining non-informative features is being solved. The problems of determining the function of the dependence of a multidimensional feature space for solving classification problems are considered. The concept of a reference state of a feature is introduced in which it is not amenable to the influence of other features. A procedure is proposed for determining the function of the dependence of characteristics having a reference state. Using the method of standardized multiple regression equations, the optimal variant of the factors included in the model was chosen, since the factors with the lowest value have the least influence on the dependent parameter and can be excluded.
Publication Impact Profile
Publication details
References10
Gashnikov M.B., Glumov N.I., Ilyasova N.Yu., Myasnikov V.V., Popov S.B., Sergeev V.V., Soifer V.A., Khramov A.G., Chernov A.V., Chernov V.M., Chicheva M.A., Fursov V.A., ed. Soifer V.A., Methods of computer image processing, 2 nd ed., Rev. - Moscow: Fizmatlit, 2003.
Chernigovskiy A.S., Tsarev R.Y., Nikiforov A.Y., Zelenkov P.V., The scheme of combined application of optimization and simulation models for formation of an optimum structure of an automated control system of space systems IOP Conference Series: Materials Science and Engineering vol. 155, no 1, art 012042, 2016
Kovalev I.V., Zelenkov P.V., Karaseva M.V., Tsarev M.Y., Tsarev R.Y., Model of the reliability analysis of the distributed computer systems with architecture "client-server" IOP Conference Series: Materials Science and Engineering vol 70, no 1, 012009, 2015.
Zhbanova N.Y., Kravets O.J., Grigoriev M.G. and Babich L.N., Neuro-fuzzy modelling and control of multistage dynamic processes that depend on inputs with uncertainty elements Journal of Theoretical and Applied Information Technology. Vol. 80. no 1. 1-12, 2015.
Kazakovtsev L.A., Algorithm for Weber problem with a metric based on Initial Fare Journal of Applied Mathematics and Informatics Vol. 33 no 1. 157-172, 2015.
Antamoshkin O., Kukarcev V., Pupkov A. and Tsarev R., Intellectual support system of administrative decisions in the big distributed geoinformation systems 14th International Multidisciplinary Scientific Geoconference and EXPO SGEM 2014. no 1. 227-232, 2014.
Kravets O.Y., Makarov O.Y., Oleinikova S.A., Pilotin V.M. and Choporov O.N., Switching subsystems within the framework of distributed operational annunciator and monitoring systems: program design features Automation and Remote Control. Vol. 74. no 11. 1919-1925, 2013.
Engel E., Kovalev I.V., Kobezhicov V., Intelligent control of non-linear dynamical system based on the adaptive neurocontroller IOP Conference Series: Materials Science and Engineering, Vol. 94, conf. 1, article ID 012009, 2015.
Kazakovtsev L.A., Modified genetic algorithm with greedy heuristic for continuous and discrete p-median problems Sixth UKSim/AMSS European Symposium on Computer Modelling and Simulation (EMS). 30. 109-114, 2012.
Chernigovskiy A.S., Tsarev R.Y., Knyazkov A.N., Hu's algorithm application for task scheduling in N-version software for satellite communications control systems International Siberian Conference on Control and Communications, SIBCON 2015 - Proceedings, art 7147270, 2015.
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.


