Problems compatibility of complex analytics of scenarios and theoretical basis of its solution
Modern analytics scenarios are becoming more complex, multilevel and networked. This means that existing data processing algorithms, web services, analytics platforms, numerical plug-ins created by different development teams must be accessible, understandable and suitable for integration into the a...
Збережено в:
Дата: | 2021 |
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Автор: | |
Формат: | Стаття |
Мова: | Ukrainian |
Опубліковано: |
Інститут проблем реєстрації інформації НАН України
2021
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Теми: | |
Онлайн доступ: | http://drsp.ipri.kiev.ua/article/view/244965 |
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Назва журналу: | Data Recording, Storage & Processing |
Репозитарії
Data Recording, Storage & ProcessingРезюме: | Modern analytics scenarios are becoming more complex, multilevel and networked. This means that existing data processing algorithms, web services, analytics platforms, numerical plug-ins created by different development teams must be accessible, understandable and suitable for integration into the analyst's scenario by overcoming various logical inconsistencies. One of the methods of overcoming heterogeneity and logical inconsistency is semantic mediation, which has carried out by special software that uses knowledge of certain data sets of the subject area, the conditions of logical transitions between the steps of scenarios and more. This article considers the theoretical aspects of solving compatibility problems in the field of complex scenarios — special attention has paid to the ontological aspects of overco-ming inconsistencies in the implementation of multifactor transitions between the steps of a complex scenario. This allows one to determine whether the transition processes of a complex scenario are compatible, and what actions need has taken to ensure successful interaction between the steps of the scenario in the condition of multifactor transitions. The article also considers and classifies inconsistencies, conditions of compatibility, ease of use, their properties and relationships, the concept of mediation, the functions of the semantic mediator. The proposed approach is a theoretical extension of the existing methodology and tools for modeling analytical activity scripts based on BPMN and OWL-scenario, which is described in detail in the author's work «Modeling of analytical activity scenarios based on BPMN notation and OWL» A typical algorithm for establishing the interaction between two compatible script processes is also presented. Fig.: 2. Refs: 22 titles. |
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