Algorithm for Realization of the Method of Complex Data Processing in Order to Form and Provide Reliable Information
Year: 2025
Type: article
Abstract: This paper presents the developed algorithm of complex data processing, aimed at forming a reliable information flow from the initial data coming from heterogeneous and heterogeneous sources in terms of reliability and its software implementation. The algorithm is based on the concept of adaptive assessment of reliability of data and their sources, considering the level of consistency, the degree of conflict and confirmation of information. In modern conditions of intensive development of digital technologies and increase in the volume of processed information the task of forming a reliable information flow from heterogeneous data sources, which may differ in the level of reliability, structural characteristics and the degree of consistency of the information provided, is of relevance. The proposed algorithm of complexized data processing is based on the concept of adaptive assessment of reliability of both the data and their sources, considering such criteria as the level of consistency, the degree of conflict and confirmation of information. The developed algorithm is aimed at ensuring objective filtering, integration and optimal use of incoming data.
Author: Nataliya Karnanova
Institution: ITMO University
Language: English
Topic: Data Quality and Management
Field: Decision Sciences
Domain: Social Sciences
Open Access status: bronze
OpenAlex ID: W4410525613