For a full list of my publications in conferences and periodicals, please visit my ResearchGate.

Malware Classification

Graph-Ensemble Methods for Generating Malware Behavioral Signature

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Brezinski, K., Ferens, K.

December 2024. Cybersecurity: Cyber Defense, Privacy and Cyber Warfare. De Gruyter (book); accepted

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Complexity-Based Graph Attention Network for Metamorphic Malware Detection

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Brezinski, K.

PhD Thesis Dissertation, University of Manitoba DOI: 10.13140/RG.2.2.18773.03043

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Graph-Oriented Modelling of Process Event Activity

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Brezinski, K., Ferens, K.

July 2023. Conference: ACC23 - The 7th International Conference on Applied Cognitive Computing At: Las Vegas, USA

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Metamorphic Malware and Obfuscation -A Survey of Techniques, Variants and Generation Kits

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Brezinski, K., Ferens, K.

September 2023. Security and Communication Networks, Vol. 2023, Article ID 8227751

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Incorporating Topological Complexity into a Multilayer Perceptron

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Brezinski, K., Ferens, K.

March 2022. Conference: ACC22 - The 6th International Conference on Applied Cognitive Computing At: Las Vegas, USA

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Transformers - Malware in Disguise

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Brezinski, K., Ferens, K.

April 2021. In book: Transactions on Computational Science & Computational Intelligence, Chapter: Advances in Security, Networks, and Internet of Things. Publisher: Springer Nature

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Sandy Toolbox: A Framework for Dynamic Malware Analysis and Model Development

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Brezinski, K., Ferens, K.

April 2021. In book: Transactions on Computational Science & Computational Intelligence, Chapter: Advances in Security, Networks, and Internet of Things, Publisher: Springer Nature

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Complexity-Based Lambda Layer for Time Series Prediction

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Brezinski, K., Ferens, K.

May 2021. Conference: 2021 IEEE Congress on Evolutionary Computation At: Krakow, Poland

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Complexity-Based Convolutional Neural Network for Malware Classification

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Brezinski, K., Ferens, K.

Conference: 2020 International Conference on Computational Science and Computational Intelligence, At: Las Vegas, USA

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Environmental Engineering

Multi-spectral characterization of natural organic matter (NOM) from Manitoba surface waters using high performance size exclusion chromatography (HPSEC)

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Brezinski, K., Gorczyca, B.

March 2019, Chemosphere 225(8). DOI: 10.1016/j.chemosphere.2019.02.176

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An overview of the uses of high performance size exclusion chromatography (HPSEC) in the characterization of natural organic matter (NOM) in potable water, and ion-exchange applications

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Brezinski, K., Gorczyca, B.

November 2018. Chemosphere 217. DOI: 10.1016/j.chemosphere.2018.10.028

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Ozonation of natural organic matter and aquatic humic substances: the effects of ozone on the structural characteristics and subsequent trihalomethane formation potential

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Sadrnourmohamadi, M., Brezinski, K., Gorczyca, B.

January 2020. Water Quality Research Journal of Canada 55(2). DOI: 10.2166/wqrj.2020.011

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Ion-Exchange for Trihalomethane control in potable water treatment – A municipal water treatment case study in Rainy River, Ontario, Canada

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Brezinski, K., Gorczyca, B., Sadrnourmohamadi, M.

November 2018. Water Quality Research Journal of Canada 54(20). DOI: 10.2166/wqrj.2018.134

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Effect of total organic carbon and aquatic humic substances on the occurrence of lead at the tap

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Winning, L., Gorczyca, B., Brezinski, K.

February 2017. Water Quality Research Journal of Canada 52(1). DOI: 10.2166/wqrjc.2017.028

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Combinatorial Optimization

An Adaptive Tribal Topology for Particle Swarm Optimization

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Brezinski, K., Ferens, K.

April 2020. In book: Transactions on Computational Science & Computational Intelligence, Chapter: Advances in Artificial Intelligence & Applied Cognitive Computing, Publisher: Springer Nature

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Population Based Equilibrium in Hybrid SA/PSO for Combinatorial Optimization

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Brezinski, K., Guevarra, M., Ferens K.

April 2020. International Journal of Software Science and Computational Intelligence 12(2):74-86. DOI: 10.4018/IJSSCI.2020040105

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Cognitive Hybrid PSO/SA Combinatorial Optimization

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Brezinski, K., Ferens K.

July 2019. In book: Transactions on Computational Science & Computational Intelligence, Chapter: Advances in Security, Networks, and Internet of Things, Publisher: Springer Nature

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COVID-19

Classifying SARS-CoV-2 and Common Co-infections from Genome Assemblies

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Rahman, M., Brezinski, K., Ferens K.

May2022. Conference: The 6th International Conference on Applied Cognitive Computing (ACC’22: July 25-28, 2022, USA) At: Las Vegas, USA

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