ALGORITHM FOR REALIZATION OF THE METHOD OF COMPLEX DATA PROCESSING IN ORDER TO FORM AND PROVIDE RELIABLE INFORMATION

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.

Authors

Institutions

Publication Details

Journal
Scientific and analytical journal «Vestnik Saint-Petersburg university of State fire service of EMERCOM of Russia»
Published
2025-05-18
DOI
https://doi.org/10.61260/2218-130x-2025-1-160-173
Primary Topic
Advanced Data Processing Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

ALGORITHM FOR REALIZATION OF THE METHOD OF COMPLEX DATA PROCESSING IN ORDER TO FORM AND PROVIDE RELIABLE INFORMATION

Nataliya Karnanova
Scientific and analytical journal «Vestnik Saint-Petersburg university of State fire service of EMERCOM of Russia»
Advanced Data Processing Techniques
article

ALGORITHM FOR REALIZATION OF THE METHOD OF COMPLEX DATA PROCESSING IN ORDER TO FORM AND PROVIDE RELIABLE INFORMATION

Nataliya Karnanova
article en

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.

Scientific and analytical journal «Vestnik Saint-Petersburg university of State fire service of EMERCOM of Russia»Vol. 2025(1)
ITMO University (RU)
Openalex Percentile: Top 88%
Advanced Data Processing Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.