Agata Kozina

According to our database, Agata Kozina authored at least 21 papers between 2020 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Perception of AI Applications in Enterprise Decision-Making Processes Depending on Company Size.

Michal Nadolny, Agata Kozina, Ewa Walaszczyk, Katarzyna Liwarska-Fulczyk

Proceedings of the Emerging Challenges in Intelligent Management Information Systems - Proceedings of 28th European Conference on Artificial Intelligence ECAI 2025, 2025

Data Augmentation Using Large Language Models: Methods, Challenges, and Perspectives.

Agata Kozina, Michal Pikus, Jaroslaw Was

Proceedings of the Emerging Challenges in Intelligent Management Information Systems - Proceedings of 28th European Conference on Artificial Intelligence ECAI 2025, 2025

A Comprehensive Review of Data Augmentation Methods for Support Business Processes Using Machine Learning and Deep Learning.

Agata Kozina, Michal Pikus

Proceedings of the Emerging Challenges in Intelligent Management Information Systems - Proceedings of 28th European Conference on Artificial Intelligence ECAI 2025, 2025

2024

Machine Learning for Prediction of the Importance of Factors Influencing Prosumer Attitudes.

Ewa Walaszczyk, Michal Nadolny, Marcin Hernes, Agata Kozina, Bogdan Franczyk

Proceedings of the Emerging Challenges in Intelligent Management Information Systems - Proceedings of 27th European Conference on Artificial Intelligence ECAI 2024, 2024

Effectiveness of Automatic Data Transformation in Deep Learning Model for Leasing Decision Support Process.

Agata Kozina, Michal Nadolny, Marcin Hernes

Proceedings of the Emerging Challenges in Intelligent Management Information Systems - Proceedings of 27th European Conference on Artificial Intelligence ECAI 2024, 2024

Prediction of the Delay Time of Public Transportation Using Machine Learning.

Alicja Piaskowska, Marcin Hernes, Ewa Walaszczyk, Agata Kozina, Kateryna Czerniachowska

Proceedings of the Advances in Computational Collective Intelligence, 2024

Data transformation review in deep learning.

Agata Kozina

Proceedings of the First International Workshop of Young Scientists on Artificial Intelligence for Sustainable Development, 2024

Predicting Prosumption Survey Response using Machine Learning.

Ewa Walaszczyk, Michal Nadolny, Agata Kozina, Marcin Hernes, Artur Rot

Proceedings of the 14th International Conference on Advanced Computer Information Technologies, 2024

One Hot Encoding and Hashing_Trick Transformation - Performance Comparision.

Agata Kozina, Michal Nadolny, Marcin Hernes, Ewa Walaszczyk, Artur Rot

Proceedings of the 14th International Conference on Advanced Computer Information Technologies, 2024

2023

The default of leasing contracts prediction using machine learning.

Agata Kozina, Lukasz Kuzminski, Michal Nadolny, Karolina Mialkowska, Piotr Tutak, Jakub Janus, Filip Plotnicki, Ewa Walaszczyk, Artur Rot, Damian Dziembek, Robert Król

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 27th International Conference KES-2023, 2023

2022

Deep learning and forecasting in practice: an alternative costs case.

Tomasz Zema, Agata Kozina, Adam Sulich, Ingolf Römer, Martin Schieck

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 26th International Conference KES-2022, 2022

Between deep learning and alternative costs: bibliometric analysis.

Agata Kozina, Tomasz Zema, Adam Sulich

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 26th International Conference KES-2022, 2022

Generative Adversarial Networks for students' structure prediction. Preliminary research.

Agata Kozina, Zdzislaw Kes, Marcin Hernes, Pawel Golec, Krzysztof Nowosielski, Olena Sidor, Korlan Zhanat

Proceedings of the Position Papers of the 17th Conference on Computer Science and Intelligence Systems, 2022

2021

Food Demand Prediction Using the Nonlinear Autoregressive Exogenous Neural Network.

Krzysztof Lutoslawski, Marcin Hernes, Joanna Radomska, Monika Hajdas, Ewa Walaszczyk, Agata Kozina

IEEE Access, 2021

Financial Time Series Forecasting: Comparison of Traditional and Spiking Neural Networks.

Karolina Matenczuk, Agata Kozina, Aleksandra Markowska, Kateryna Czerniachowska, Klaudia Kaczmarczyk, Pawel Golec, Marcin Hernes, Krzysztof Lutoslawski, Adrianna Kozierkiewicz, Marcin Pietranik, Artur Rot, Mykola Dyvak

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 25th International Conference KES-2021, 2021

Shelf space allocation problem with horizontal shelf division.

Kateryna Czerniachowska, Krzysztof Lutoslawski, Agata Kozina, Karolina Matenczuk, Aleksandra Markowska, Adrianna Kozierkiewicz, Marcin Pietranik, Ingolf Römer, Martin Schieck

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 25th International Conference KES-2021, 2021

Deep Learning for Customer Churn Prediction in E-Commerce Decision Support.

Maciej Pondel, Maciej Wuczynski, Wieslawa Gryncewicz, Lukasz Lysik, Marcin Hernes, Artur Rot, Agata Kozina

Proceedings of the 24th International Conference on Business Information Systems, 2021

Reduction of Information Asymmetry in the Used Car Market Using the Random Forest Method.

Milosz Bies, Wieslawa Gryncewicz, Agata Kozina, Marcin Hernes, Artur Rot, Ryszard Zygala

Proceedings of the 11th International Conference on Advanced Computer Information Technologies, 2021

2020

Deep learning for grape variety recognition.

Bogdan Franczyk, Marcin Hernes, Adrianna Kozierkiewicz, Agata Kozina, Marcin Pietranik, Ingolf Römer, Martin Schieck

Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 24th International Conference KES-2020, 2020

Data Quality Management in ERP Systems - Accounting Case.

Marcin Hernes, Andrzej Bytniewski, Karolina Matenczuk, Artur Rot, Szymon Dziuba, Marcin Fojcik, Tran Luong Nguyet, Pawel Golec, Agata Kozina

Proceedings of the Advances in Computational Collective Intelligence, 2020

The Functionalities of Cognitive Technology in Management Control System.

Andrzej Bytniewski, Kamal Matouk, Anna Chojnacka-Komorowska, Marcin Hernes, Adam Zawadzki, Agata Kozina

Proceedings of the Intelligent Information and Database Systems - 12th Asian Conference, 2020