Data analysis using microservices to solve forecasting problem
This article discusses the solution to the issue of increasing the efficiency and reliability of data analysis systems with the involvement of microservices for solving forecasting problems. The article analyzes the problem of data forecasting, for what purposes it is used, what methods and approach...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
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Igor Sikorsky Kyiv Polytechnic Institute
2021-12-01
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| Series: | Adaptivni Sistemi Avtomatičnogo Upravlinnâ |
| Subjects: | |
| Online Access: | http://asac.kpi.ua/article/view/247410 |
| _version_ | 1818901807507701760 |
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| author | O. Бондар O. Лісовиченко |
| author_facet | O. Бондар O. Лісовиченко |
| author_sort | O. Бондар |
| collection | DOAJ |
| description | This article discusses the solution to the issue of increasing the efficiency and reliability of data analysis systems with the involvement of microservices for solving forecasting problems. The article analyzes the problem of data forecasting, for what purposes it is used, what methods and approaches exist to solve this problem. No less special attention is paid to the description of the microservice architecture, the advantages and disadvantages of microservices in comparison with the monolithic architecture are considered, the general view of the data analysis system using microservices is demonstrated, methods for increasing the reliability and efficiency of such systems, the existing data analysis systems built on the basis of microservices are demonstrated.
Ref. 8, pic. 6, tabl. 1. |
| first_indexed | 2024-12-19T20:25:37Z |
| format | Article |
| id | doaj.art-767a860418624790b9fb9d5fb8384021 |
| institution | Directory Open Access Journal |
| issn | 1560-8956 2522-9575 |
| language | English |
| last_indexed | 2024-12-19T20:25:37Z |
| publishDate | 2021-12-01 |
| publisher | Igor Sikorsky Kyiv Polytechnic Institute |
| record_format | Article |
| series | Adaptivni Sistemi Avtomatičnogo Upravlinnâ |
| spelling | doaj.art-767a860418624790b9fb9d5fb83840212022-12-21T20:06:50ZengIgor Sikorsky Kyiv Polytechnic InstituteAdaptivni Sistemi Avtomatičnogo Upravlinnâ1560-89562522-95752021-12-0123910.20535/1560-8956.39.2021.247410Data analysis using microservices to solve forecasting problemO. Бондар0O. Лісовиченко1Igor Sikorsky Kyiv Polytechnic InstituteIgor Sikorsky Kyiv Polytechnic InstituteThis article discusses the solution to the issue of increasing the efficiency and reliability of data analysis systems with the involvement of microservices for solving forecasting problems. The article analyzes the problem of data forecasting, for what purposes it is used, what methods and approaches exist to solve this problem. No less special attention is paid to the description of the microservice architecture, the advantages and disadvantages of microservices in comparison with the monolithic architecture are considered, the general view of the data analysis system using microservices is demonstrated, methods for increasing the reliability and efficiency of such systems, the existing data analysis systems built on the basis of microservices are demonstrated. Ref. 8, pic. 6, tabl. 1.http://asac.kpi.ua/article/view/247410artificial data analysismicroservicesmicroservice approachsystems architectureforecasting |
| spellingShingle | O. Бондар O. Лісовиченко Data analysis using microservices to solve forecasting problem Adaptivni Sistemi Avtomatičnogo Upravlinnâ artificial data analysis microservices microservice approach systems architecture forecasting |
| title | Data analysis using microservices to solve forecasting problem |
| title_full | Data analysis using microservices to solve forecasting problem |
| title_fullStr | Data analysis using microservices to solve forecasting problem |
| title_full_unstemmed | Data analysis using microservices to solve forecasting problem |
| title_short | Data analysis using microservices to solve forecasting problem |
| title_sort | data analysis using microservices to solve forecasting problem |
| topic | artificial data analysis microservices microservice approach systems architecture forecasting |
| url | http://asac.kpi.ua/article/view/247410 |
| work_keys_str_mv | AT obondar dataanalysisusingmicroservicestosolveforecastingproblem AT olísovičenko dataanalysisusingmicroservicestosolveforecastingproblem |