INTELLIGENT DATA ANALYSIS ON AN ANALYTICAL PLATFORM
The article discusses methods for processing unstructured data using an analytical platform. The authors analyze existing methods and technologies used to implement data processing and propose new approaches to solving this problem. The possibilities of using analytical platforms to solve the probl...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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Lublin University of Technology
2024-03-01
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| Series: | Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska |
| Subjects: | |
| Online Access: | https://ph.pollub.pl/index.php/iapgos/article/view/5423 |
| _version_ | 1827301463265640448 |
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| author | Dauren Darkenbayev Arshyn Altybay Zhaidargul Darkenbayeva Nurbapa Mekebayev |
| author_facet | Dauren Darkenbayev Arshyn Altybay Zhaidargul Darkenbayeva Nurbapa Mekebayev |
| author_sort | Dauren Darkenbayev |
| collection | DOAJ |
| description |
The article discusses methods for processing unstructured data using an analytical platform. The authors analyze existing methods and technologies used to implement data processing and propose new approaches to solving this problem. The possibilities of using analytical platforms to solve the problem of processing source data are considered. The purpose of the article is to explore the possibilities of data import, partial preprocessing, missing data recovery, anomaly removal, spectral processing and noise removal. The authors explored how analytics platforms can function without a data warehouse, obtaining information from any other sources, but the most optimal way is to use them together, and how big data and unstructured data can be processed using an analytics platform. The authors solved a specific problem related to processing problems and proposed ways to solve them using an analytical platform. Particular attention is paid to a complete set of mechanisms that allows you to obtain information from any data source, carry out the entire processing cycle and display the results. Overall, the paper represents an important contribution to the development of raw data processing technologies. The authors plan to continue research in the field of processing big unstructured data.
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| first_indexed | 2024-04-24T16:23:36Z |
| format | Article |
| id | doaj.art-8adfdc45e77d40f29dafaf66cd311ff1 |
| institution | Directory Open Access Journal |
| issn | 2083-0157 2391-6761 |
| language | English |
| last_indexed | 2024-04-24T16:23:36Z |
| publishDate | 2024-03-01 |
| publisher | Lublin University of Technology |
| record_format | Article |
| series | Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska |
| spelling | doaj.art-8adfdc45e77d40f29dafaf66cd311ff12024-03-31T08:19:59ZengLublin University of TechnologyInformatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska2083-01572391-67612024-03-0114110.35784/iapgos.5423INTELLIGENT DATA ANALYSIS ON AN ANALYTICAL PLATFORMDauren Darkenbayev0https://orcid.org/0000-0002-6491-8043Arshyn Altybay1https://orcid.org/0000-0003-4939-8876Zhaidargul Darkenbayeva2Nurbapa Mekebayev3https://orcid.org/0000-0002-9117-4369Al-Farabi Kazakh National UniversityAl-Farabi Kazakh National UniversityKazakh Ablai Khan University of International Relations and World LanguagesKazakh National Women’s Teacher Training University The article discusses methods for processing unstructured data using an analytical platform. The authors analyze existing methods and technologies used to implement data processing and propose new approaches to solving this problem. The possibilities of using analytical platforms to solve the problem of processing source data are considered. The purpose of the article is to explore the possibilities of data import, partial preprocessing, missing data recovery, anomaly removal, spectral processing and noise removal. The authors explored how analytics platforms can function without a data warehouse, obtaining information from any other sources, but the most optimal way is to use them together, and how big data and unstructured data can be processed using an analytics platform. The authors solved a specific problem related to processing problems and proposed ways to solve them using an analytical platform. Particular attention is paid to a complete set of mechanisms that allows you to obtain information from any data source, carry out the entire processing cycle and display the results. Overall, the paper represents an important contribution to the development of raw data processing technologies. The authors plan to continue research in the field of processing big unstructured data. https://ph.pollub.pl/index.php/iapgos/article/view/5423raw dataprocessinganalytical platformtechnologyanalysis |
| spellingShingle | Dauren Darkenbayev Arshyn Altybay Zhaidargul Darkenbayeva Nurbapa Mekebayev INTELLIGENT DATA ANALYSIS ON AN ANALYTICAL PLATFORM Informatyka, Automatyka, Pomiary w Gospodarce i Ochronie Środowiska raw data processing analytical platform technology analysis |
| title | INTELLIGENT DATA ANALYSIS ON AN ANALYTICAL PLATFORM |
| title_full | INTELLIGENT DATA ANALYSIS ON AN ANALYTICAL PLATFORM |
| title_fullStr | INTELLIGENT DATA ANALYSIS ON AN ANALYTICAL PLATFORM |
| title_full_unstemmed | INTELLIGENT DATA ANALYSIS ON AN ANALYTICAL PLATFORM |
| title_short | INTELLIGENT DATA ANALYSIS ON AN ANALYTICAL PLATFORM |
| title_sort | intelligent data analysis on an analytical platform |
| topic | raw data processing analytical platform technology analysis |
| url | https://ph.pollub.pl/index.php/iapgos/article/view/5423 |
| work_keys_str_mv | AT daurendarkenbayev intelligentdataanalysisonananalyticalplatform AT arshynaltybay intelligentdataanalysisonananalyticalplatform AT zhaidarguldarkenbayeva intelligentdataanalysisonananalyticalplatform AT nurbapamekebayev intelligentdataanalysisonananalyticalplatform |