Irina Kalinina

Petro Mohyla Black Sea National University — UA

Engineering · Physical Sciences

11h-index263citations46works2.02yr avg
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Research Topics

Advanced Data Processing Techniques(12), Statistical and Computational Modeling(11), Information Systems and Technology Applications(7), Economic and Technological Systems Analysis(5), Cognitive Science and Mapping(4)

Publications46 total

A Systematic Approach to Modeling and Forecasting Based on Real Data in Machine Learning Tasks
Studies in systems, decision and control·2025
System approach to forecasting electricity demand based on machine learning
System technologies·2025Open Access
Approach to Identification of Anomalous Values in Analysis Tasks and Data Pre-processing
Lecture notes on data engineering and communications technologies·2025
A Systematic Approach to Data Normalization and Standardization in Machine Learning Problems
Lecture notes on data engineering and communications technologies·2025· 4 cited
System Methodology of Data Analysis and Preprocessing for Solving Classification Problems
2024
Defects Diagnostics Method Based on Statistical Big Data Analisis of Measured Parameters
2024
Multilevel Ensemble Approach in Classification Problems
2024
Applying the Deep Learning Techniques to Solve Classification Tasks Using Gene Expression Data
IEEE Access·2024· 12 citedOpen Access
Applying a Recurrent Neural Network-Based Deep Learning Model for Gene Expression Data Classification
Applied Sciences·2023· 19 citedOpen Access
Hyperparameter Optimization of LSTM MPPT Controller for Solar Power Plants
2023· 1 cited
Building a Fuel Measurement System Model based on Colored Petri Nets
2023· 1 cited
Іntelligent classification system based on ensemble methods
System technologies·2023Open Access
Construction of Forecast Models based on Bayesian Structural Time Series
2022 IEEE 17th International Conference on Computer Sciences and Information Technologies (CSIT)·2022· 2 cited
Modeling a Pharmaceutical Web-Service Using Colored Petri Nets
2022 IEEE 17th International Conference on Computer Sciences and Information Technologies (CSIT)·2022· 1 cited
Methodology for Solving Forecasting Problems Based on Machine Learning Methods
Lecture notes on data engineering and communications technologies·2022· 3 cited
Method to Find the Original Source of COVID-19 by Genome Sequence and Probability of Electron Capture
Lecture notes on data engineering and communications technologies·2022
Modeling an Intelligent Solar Power Plant Control System Using Colored Petri Nets
2021 11th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)·2021· 6 cited
Question-Answering Systems Development Based on Big Data Analysis
2021 IEEE 16th International Conference on Computer Sciences and Information Technologies (CSIT)·2021· 7 cited
An Approach to Identifying and Filling Data Gaps in Machine Learning Procedures
Lecture notes on data engineering and communications technologies·2021· 8 cited
Financial Risk Estimation in Conditions of Stochastic Uncertainties
Lecture notes on data engineering and communications technologies·2021· 1 cited
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Frequent Co-authors

Aleksandr Gozhyj(38), Peter Bidyuk(16), Victor Gozhyj(13), Victoria Vysotska(8), Vladyslav Nechakhin(6), Petro I. Bidyuk(6), Yoshio Matsuki(4), Volodymyr Beglytsia(3), Lyubomyr Chyrun(3), Nataliya Antonyuk(3), Sergii Babichev(2), Ihor Liakh(2), Yuriy Borzov(2), Vasyl Andrunyk(2), Andrii Vasevych(2), Andriy Demchuk(2), Bohdan Rusyn(2), Liubomyr Pohreliuk(2), Liliya Chyrun(2), Maksym Korobchynskyi(2)