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Method for Efficiency Increasing of Distributed Classification of the Images based on the Proactive Parallel Computing ApproachMUKHIN, V.   , VOLOKYTA, A. , HERIATOVYCH, Y. , REHIDA, P. |
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Author keywords
parallel programming, distributed computing, pattern recognition, performance analysis, mobile agents
References keywords
data(7), analysis(5), lange(4), computing(4), classification(4)
Blue keywords are present in both the references section and the paper title.
About this article
Date of Publication: 2018-05-31
Volume 18, Issue 2, Year 2018, On page(s): 117 - 122
ISSN: 1582-7445, e-ISSN: 1844-7600
Digital Object Identifier: 10.4316/AECE.2018.02015
Web of Science Accession Number: 000434245000015
SCOPUS ID: 85047874772
Abstract
In this paper we propose a new clustering method based on alpha-procedure that differs with proactive computing of graphs and other possible factors superposition of classification. This approach does not increase the calculation time but obtains a potentially more accurate result for object classification. The description of the method alpha- procedure parallelization is performed. The paper presents a method of parallel computing of the independent parts in distributed systems using a model of actors. The paper describes a modified method of classification of multidimensional objects designed for computing on distributed computer systems. It is shown, that in case if the number of nodes is increased, the performance decreases linearly. This method allows realizing the choosing by n-factors despite the classical method. This change is acceptable as the ways of the calculations are independent from each other and can be calculated in parallel on a distributed system. Therefore, in modern distributed systems, in case if the amount of resources is sufficient, we may use the redundant calculations that may improve the clustering results. For this method, we propose to use the resources for parallel calculation in several independent ways, and further comparing them, to choose the best result. |
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[1] USING EXCESS CODE TO DESIGN FAULT-TOLERANT TOPOLOGIES, Loutskii, Heorhii, Volokyta, Artem, Rehida, Pavlo, Goncharenko, Olexandr, TECHNICAL SCIENCES AND TECHNOLOGIES, ISSN 2519-4569, Volume , 2019.
Digital Object Identifier: 10.25140/2411-5363-2019-1(15)-134-144 [CrossRef]
[2] Synthesis of High-Speed Neuro-Fuzzy-ControllersBased on FPGA, Kravets, Petro, Nevolko, Viacheslav, Shymkovych, Volodymyr, Shymkovych, Lyubov, 2020 IEEE 2nd International Conference on Advanced Trends in Information Theory (ATIT), ISBN 978-1-7281-9799-9, 2020.
Digital Object Identifier: 10.1109/ATIT50783.2020.9349299 [CrossRef]
[3] The Testing Mechanism for Software and Services Based on Mike Cohn's Testing Pyramid Modification, Mukhin, Vadym, Kornaga, Yaroslav, Bazaka, Yurii, Krylov, Ievgen, Barabash, Andrii, Yakovleva, Alla, Mukhin, Oleg, 2021 11th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS), ISBN 978-1-6654-4209-1, 2021.
Digital Object Identifier: 10.1109/IDAACS53288.2021.9660999 [CrossRef]
[4] Increasing the fault tolerance of distributed systems for the Hyper de Bruijn topology with excess code, Loutskii, Heorhii, Volokyta, Artem, Rehida, Pavlo, Honcharenko, Oleksandr, Ivanishchev, Bohdan, Kaplunov, Artem, 2019 IEEE International Conference on Advanced Trends in Information Theory (ATIT), ISBN 978-1-7281-6144-0, 2019.
Digital Object Identifier: 10.1109/ATIT49449.2019.9030487 [CrossRef]
[5] Mathematical Model for Heterogeneous Databases Parameters Estimation in Distributed Systems with Dynamic Structure, Mukhin, Vadym, Kornaga, Yaroslav, Bondarenko, Viktor, Zavgorodnii, Valerii, Herasymenko, Oksana, Sholokhov, Oleksii, 2020 IEEE 2nd International Conference on Advanced Trends in Information Theory (ATIT), ISBN 978-1-7281-9799-9, 2020.
Digital Object Identifier: 10.1109/ATIT50783.2020.9349331 [CrossRef]
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Stefan cel Mare University of Suceava, Romania
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Faculty of Electrical Engineering and Computer Science
Stefan cel Mare University of Suceava, Romania
All rights reserved: Advances in Electrical and Computer Engineering is a registered trademark of the Stefan cel Mare University of Suceava. No part of this publication may be reproduced, stored in a retrieval system, photocopied, recorded or archived, without the written permission from the Editor. When authors submit their papers for publication, they agree that the copyright for their article be transferred to the Faculty of Electrical Engineering and Computer Science, Stefan cel Mare University of Suceava, Romania, if and only if the articles are accepted for publication. The copyright covers the exclusive rights to reproduce and distribute the article, including reprints and translations.
Permission for other use: The copyright owner's consent does not extend to copying for general distribution, for promotion, for creating new works, or for resale. Specific written permission must be obtained from the Editor for such copying. Direct linking to files hosted on this website is strictly prohibited.
Disclaimer: Whilst every effort is made by the publishers and editorial board to see that no inaccurate or misleading data, opinions or statements appear in this journal, they wish to make it clear that all information and opinions formulated in the articles, as well as linguistic accuracy, are the sole responsibility of the author.
