Temporal Multimodal Data-Processing Algorithms Based on Algebraic System of Aggregates
In many tasks related to an object’s observation or real-time monitoring, the gathering of temporal multimodal data is required. Such data sets are semantically connected as they reflect different aspects of the same object. However, data sets of different modalities are usually stored and processed...
| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
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MDPI AG
2023-03-01
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| Series: | Algorithms |
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| Online Access: | https://www.mdpi.com/1999-4893/16/4/186 |
| _version_ | 1797606701321420800 |
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| author | Andreas Pester Yevgeniya Sulema Ivan Dychka Olga Sulema |
| author_facet | Andreas Pester Yevgeniya Sulema Ivan Dychka Olga Sulema |
| author_sort | Andreas Pester |
| collection | DOAJ |
| description | In many tasks related to an object’s observation or real-time monitoring, the gathering of temporal multimodal data is required. Such data sets are semantically connected as they reflect different aspects of the same object. However, data sets of different modalities are usually stored and processed independently. This paper presents an approach based on the application of the Algebraic System of Aggregates (ASA) operations that enable the creation of an object’s complex representation, referred to as multi-image (MI). The representation of temporal multimodal data sets as the object’s MI yields simple data-processing procedures as it provides a solid semantic connection between data describing different features of the same object, process, or phenomenon. In terms of software development, the MI is a complex data structure used for data processing with ASA operations. This paper provides a detailed presentation of this concept. |
| first_indexed | 2024-03-11T05:18:48Z |
| format | Article |
| id | doaj.art-49fa9750fb714bce9d6716227878f2c3 |
| institution | Directory Open Access Journal |
| issn | 1999-4893 |
| language | English |
| last_indexed | 2024-03-11T05:18:48Z |
| publishDate | 2023-03-01 |
| publisher | MDPI AG |
| record_format | Article |
| series | Algorithms |
| spelling | doaj.art-49fa9750fb714bce9d6716227878f2c32023-11-17T17:58:57ZengMDPI AGAlgorithms1999-48932023-03-0116418610.3390/a16040186Temporal Multimodal Data-Processing Algorithms Based on Algebraic System of AggregatesAndreas Pester0Yevgeniya Sulema1Ivan Dychka2Olga Sulema3Faculty of Informatics and Computer Science, The British University in Egypt, Cairo 11837, EgyptDepartment of Computer Systems Software, Igor Sikorsky Kyiv Polytechnic Institute, 03056 Kyiv, UkraineDepartment of Computer Systems Software, Igor Sikorsky Kyiv Polytechnic Institute, 03056 Kyiv, UkraineDepartment of Computer Systems Software, Igor Sikorsky Kyiv Polytechnic Institute, 03056 Kyiv, UkraineIn many tasks related to an object’s observation or real-time monitoring, the gathering of temporal multimodal data is required. Such data sets are semantically connected as they reflect different aspects of the same object. However, data sets of different modalities are usually stored and processed independently. This paper presents an approach based on the application of the Algebraic System of Aggregates (ASA) operations that enable the creation of an object’s complex representation, referred to as multi-image (MI). The representation of temporal multimodal data sets as the object’s MI yields simple data-processing procedures as it provides a solid semantic connection between data describing different features of the same object, process, or phenomenon. In terms of software development, the MI is a complex data structure used for data processing with ASA operations. This paper provides a detailed presentation of this concept.https://www.mdpi.com/1999-4893/16/4/186data aggregatestemporal multimodal datadata-processing algorithms |
| spellingShingle | Andreas Pester Yevgeniya Sulema Ivan Dychka Olga Sulema Temporal Multimodal Data-Processing Algorithms Based on Algebraic System of Aggregates Algorithms data aggregates temporal multimodal data data-processing algorithms |
| title | Temporal Multimodal Data-Processing Algorithms Based on Algebraic System of Aggregates |
| title_full | Temporal Multimodal Data-Processing Algorithms Based on Algebraic System of Aggregates |
| title_fullStr | Temporal Multimodal Data-Processing Algorithms Based on Algebraic System of Aggregates |
| title_full_unstemmed | Temporal Multimodal Data-Processing Algorithms Based on Algebraic System of Aggregates |
| title_short | Temporal Multimodal Data-Processing Algorithms Based on Algebraic System of Aggregates |
| title_sort | temporal multimodal data processing algorithms based on algebraic system of aggregates |
| topic | data aggregates temporal multimodal data data-processing algorithms |
| url | https://www.mdpi.com/1999-4893/16/4/186 |
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