Igor Melnyk

Publications

785

Citations

H-Index

1998

Active since

Affiliations

National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute”(Current)

University of Minnesota

IBM (United States)

Central Ukrainian National Technical University

State Tax University

Igor Melnyk is an author at National Technical University of Ukraine “Igor Sikorsky Kyiv Polytechnic Institute” specializing in engineering, data science, and machine learning.

ORCID

Top concepts

EngineeringData ScienceMachine LearningComputer ScienceDeep LearningSystems EngineeringStatisticsApplied PhysicsKnowledge DiscoveryElectrical Engineering

Publications per year

1998–2022

Publications

Deep learning algorithm for data-driven simulation of noisy dynamical system

Kyongmin Yeo, Igor Melnyk · Journal of Computational Physics · 2018 · 110 citations · Full text

Engineering, Machine Learning, Data Science +8

Vector Autoregressive Model-Based Anomaly Detection in Aviation Systems

Igor Melnyk, Bryan Matthews, Hamed Valizadegan et al. · Journal of Aerospace Information Systems · 2016 · 54 citations

Anomaly Detection, Machine Learning, Engineering +18

Semi-Markov Switching Vector Autoregressive Model-Based Anomaly Detection in Aviation Systems

Igor Melnyk, Arindam Banerjee, Bryan Matthews et al. · 2016 · 48 citations

Anomaly Detection, Machine Learning, Engineering +19

Estimating structured vector autoregressive models

Igor Melnyk, Arindam Banerjee · International Conference on Machine Learning · 2016 · 39 citations

Structured Prediction, Vector Autoregressive Models, Engineering +12

High-voltage, glow-discharge electron sources and possibilities of its application in industry for realizing different technological operations

S.V. Denbnovetsky, V. G. Melnyk, Igor Melnyk · IEEE Transactions on Plasma Science · 2003 · 38 citations

Electrical Engineering, Engineering, Glow-discharge Electron Sources +10

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