Track 4: Data Science and AI for IS Development

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Papers
	A Digital Twin Architecture for AI Infused Information Systems Development: Process Mining, Multimodal Evidence Extraction, and Interpretable Decision Models Algirdas Laukaitis, Vilnius Gediminas Technical University, Lithuania Diana Kalibatienė, Vilnius Gediminas Technical University, Lithuania Artūras Serackis, Vilnius Gediminas Technical University, Lithuania Kęstutis Normantas, Vilnius Gediminas Technical University, Lithuania Mindaugas Jankauskas, Vilnius Gediminas Technical University, Lithuania Julius Jancevičius, Vilnius Gediminas Technical University, Lithuania Dovilė Jodenytė, Vilnius Gediminas Technical University, Lithuania
	A Monte Carlo Study on the Trade-Off Between Cognitive Effort and Weight Recovery in AHP, BWM, and RANCOM: Implications for Decision Support Systems Design Andrii Shekhovtsov, West Pomeranian University of Technology in Szczecin, Poland Wojciech Sałabun, National Institute of Telecommunications, Poland
	A multi-objective parameter-efficient fine-tuning method for medical Polish language automatic speech transcription systems Adam Kurowski, Gdańsk University of Technology, Poland Szymon Zaporowski, Gdańsk University of Technology, Poland Bożena Kostek, Gdańsk University of Technology, Poland Andrzej Czyżewski, Gdańsk University of Technology, Poland
	A Novel Approach for Analyzing Disjoint Hierarchical Multi-Block Data Teresa Mroczek, University of Information Technology and Management in Rzeszow, Poland Zofia Matusiewicz, University of Information Technology and Management in Rzeszow, Poland Joanna Wójcik, University of Information Technology and Management in Rzeszow, Poland Joanna Świętoniowska, University of Information Technology and Management in Rzeszow, Poland
	A Novel Methodology for the Strategic Optimization of Uninorm Petri Nets in Intelligent Information Systems Zbigniew Suraj, University of Rzeszow, Poland Piotr Grochowalski, University of Rzeszow, Poland
	Adapting a Multilingual Zero-Shot Text-to-Speech Model for High-Fidelity Synthesis in Polish Despite Limited Training Data Bartłomiej Szołkowski, Polish-Japanese Academy of Information Technology, Poland Bartosz Paszko, Polish-Japanese Academy of Information Technology, Poland Łukasz Podoba, Polish-Japanese Academy of Information Technology, Poland Krzysztof Szklanny, Polish-Japanese Academy of Information Technology, Poland
	Adaptive Interval Feature Selector Based on Aggregation Functions for Resilient and Computationally Optimal Learning Aleksander Wojtowicz, University of Rzeszow, Poland Wiesław Paja, University of Rzeszow, Poland
	Adversarial Resilience and Performance of Unsupervised Anomaly Detection Models: A Comparative Analysis Using Masked Fast Gradient Sign Method Jeremi Kowalski, Wrocław University of Science and Technology, Poland Agnieszka Nowak-Brzezińska, University of Silesia, Poland
	AI-Augmented Process Mining: A Framework for Accelerating Digital Transformation in Public Administration Przemysław Orlikowski, AGH University of Krakow, Poland Agata Kozina, Wroclaw University of Economics and Business, Poland Michał Pikus, AGH University of Krakow, Poland
	An Interpretable Decision-Support Framework for Speedway Analytics: Heat-Level Entropy and Rider-Level Deviation Metrics Piotr Kaczorek, Adam Mickiewicz University, Poland Tomasz Piłka, Adam Mickiewicz University, Poland Tomasz Górecki, Adam Mickiewicz University, Poland
	An Interpretable Neuro-Fuzzy System with Feature Selection for Photovoltaic Power Forecasting Marcin Zalasiński, Częstochowa University of Technology, Poland Krystian Łapa, Częstochowa University of Technology, Poland Tomasz Szczepanik, Częstochowa University of Technology, Poland
	An MLOps Framework for Managing AI Components in Clinical Information Systems Agnieszka Duraj, Lodz University of Technology, Poland Aleksandra Niewęgłowska, Lodz University of Technology, Poland Rafał Woźniak, Lodz University of Technology, Poland
	Analysis of the Efficiency of Polish Medical Terminology Recognition by Whisper ASR System Depending on the Selected Audio Codecs Szymon Zaporowski, Gdańsk University of Technology, Poland Adam Kurowski, Gdańsk University of Technology, Poland
	Association Rules of Author Keywords for Thematic Mapping in Systematic Literature Reviews Paweł Karol Frankowski, Maritime University of Szczecin, Poland Joanna Wiśniewska, University of Szczecin, Poland Sebastian Matysik, University of Szczecin, Poland
	Asymmetric Ideological LLM Fine-Tuning in the Polish Political Domain Damian Jankowski, Gdańsk University of Technology, Poland Radosław Gajewski, Gdańsk University of Technology, Poland Jan Barczewski, Gdańsk University of Technology, Poland Maciej Sikora, Gdańsk University of Technology, Poland Jan Majkutewicz, Gdańsk University of Technology, Poland
	Automated Neural Structure Adaptation for Time Series Classification Agnieszka Jastrzebska, Warsaw University of Technology, Poland Szymon Świderski, Warsaw University of Technology, Poland
	Beyond Majority Vote in Clinical NLP: Disagreement-Aware Sentence Classification under Leakage-Safe Evaluation Daniel Cieślak, Gdańsk University of Technology, Poland Andrzej Czyżewski, Gdańsk University of Technology, Poland
	Chunk-Wise Evaluation of Unsupervised and Error-Based Concept Drift Detectors for AI-Enabled Information Systems Piotr Porwik, University of Silesia, Poland Benjamin Mensah Dadzie, University of Silesia, Poland
	Comparison of Supply Chain Management Machine Learning Methods Łukasz Tomaszewski, Warsaw University of Technology, Poland Marcin Luckner, Warsaw University of Technology, Poland
	Context-Aware Rule-Based Outlier Detection in Non-Stationary Time Series Marcin Kacprowicz, Lodz University of Technology, Poland Adam Niewiadomski, Lodz University of Technology, Poland
	Contextual Effects of Emotionally Valenced Feedback Prompts on LLM Response Style: A Pilot Study Marina Skierkowska, Gdańsk University of Technology, Poland Adam Kurowski, Gdańsk University of Technology, Poland Szymon Zaporowski, Gdańsk University of Technology, Poland Bożena Kostek, Gdańsk University of Technology, Poland
	Data-Driven Criteria Reduction in TOPSIS Using LASSO Regression: Application to Offshore Wind Farm Site Selection Bartłomiej Kizielewicz, National Telecommunications Institute, Poland Aleksandra Bączkiewicz, University of Szczecin, Poland Jarosław Wątróbski, University of Szczecin, Poland Wojciech Sałabun, West Pomeranian University of Technology in Szczecin, Poland
	Designing Maintainable Hybrid Generative Systems: A Quantum-Inspired Approach to Automated Music Harmony Generation Josef Pavlíček, Czech Technical University in Prague, Czechia
	Designing Preference-Aware Counterfactual Explanations for Adaptive Information Systems Bartosz Szostak, University of Silesia in Katowice, Poland Rafal Doroz, University of Silesia in Katowice, Poland
	Detector-Anchored SAM2 for Trajectory-Consistent Multi-Object Tracking in Broadcast Soccer Jakub Eichner, Adam Mickiewicz University, Poland Krzysztof Dyczkowski, Adam Mickiewicz University, Poland Tomasz Górecki, Adam Mickiewicz University, Poland Bartłomiej Grzelak, Adam Mickiewicz University, Poland
	Developing a Diagnostic Information System for Hydraulic Piston Pumps: A Comparative Analysis of Anomaly Detection Methods Marcin Rojek, Silesian University of Technology, Poland Marcin Blachnik, Silesian University of Technology, Poland
	Dual-Criterion Anomaly Detection in Heterogeneous Medical Images Using Adversarial Autoencoders Agnieszka Wosiak, Lodz University of Technology, Poland Mikołaj Stępniak, Lodz University of Technology, Poland Katarzyna Żykwińska, Łódź University of Technology, Poland
	Efficient Compression of Deep Neural Networks via Structural Sparsification Lidia Cichońska, Lodz University of Technology, Poland Dariusz Puchala, Lodz University of Technology, Poland Kamil Stokfiszewski, Lodz University of Technology, Poland
	Elaborating Explainable AI for Software Fault Prediction: Interpretability Techniques and Performance Insights Sonika Rathi, BITS Pilani Hyderabad, India Lalita Bhanu Murthy Neti, BITS Pilani Hyderabad, India Sanjay Misra, IFE, Norway Lov Kumar, NIT Kurukshetra, India
	Enabling Reliable Legal Information Systems with LLMs and generative AI: A Structured Approach Goran Marković, University of Rijeka, Croatia Slobodan Beliga, University of Rijeka, Croatia Ana Mestrovic, University of Rijeka, Croatia
	Evaluating Prompt-Level Defenses Against Injection in Voice-Based LLM Systems Cezary Kręt, Polish-Japanese Academy of Information Technology, Poland Alicja Wieczorkowska, Polish-Japanese Academy of Information Technology, Poland
	Explanation of Public Transport Delay Predictions Michał Szewczak, Warsaw University of Technology, Poland Marcin Luckner, Warsaw University of Technology, Poland
	From Independent LLMs to Collaborative Networks: Implementation and Evaluation of a Multi-Agent Medical Board Andrzej Czyzewski, Gdańsk University of Technology, Poland Maciej Szczodrak, Gdańsk University of Technology, Poland Marta Zielonka, Gdańsk University of Technology, Poland
	From the set cover problem to the decision: minimizing patterns for knowledge representation in information systems Beata Zielosko, University of Silesia in Katowice, Poland Kamil Jabloński, University of Silesia in Katowice, Poland Azimkhon Ostonov, King Abdullah University of Science and Technology, Saudi Arabia Mikhail Moshkov, King Abdullah University of Science and Technology, Saudi Arabia
	Fuzzy ICRA: Iterative Compromise Ranking under Uncertainty for Decision Support Systems Bartosz Paradowski, West Pomeranian University of Technology in Szczecin, Poland Wojciech Sałabun, National Institute of Telecommunications, Poland
	Handless Interaction with Technology: Improving Fixation Point Estimate with Multi-MobileViT and Gaze Dynamics Francesca Fiani, Sapienza University of Rome, Italy Matteo Carnebella, Sapienza University of Rome, Italy Francesco Di Lorenzo, Sapienza University of Rome, Italy Magdalena Scherer, Czestochowa University of Technology, Poland Christian Napoli, Sapienza University of Rome, Italy
	Hybrid Outlier Detection via Majority-Vote Pseudo-Labeling Agnieszka Duraj, Lodz University of Technology, Poland Filip Warchoł, Solvit Filip Warchoł, Poland
	Impact of Class Balancing on Coalition-Based Classification in Distributed Data Settings Katarzyna Kusztal, University of Silesia in Katowice, Poland Małgorzata Przybyła-Kasperek, University of Silesia in Katowice, Poland
	Improving decision-makers' preference representation in decision support systems through an extended Fuzzy Ranking Comparison method Jakub Więckowski, National Institute of Telecommunications, Poland Bartosz Paradowski, National Institute of Telecommunications, Poland Wojciech Sałabun, West Pomeranian University of Technology in Szczecin, Poland
	Improving session-based recommender systems using popularity-based data augmentation Urszula Kużelewska, Bialystok University of Technology, Poland
	Interactive Geospatial Mapping of Photovoltaic Energy Yield Using a Learned Weather-to-Production Model Tomasz Szczepanik, Częstochowa University of Technology, Poland Marcin Zalasiński, Częstochowa University of Technology, Poland
	Interpretable Relational kNN for Gene Expression Classification: Compact Global and Local Gene-Pair Explanations Izabela Justyna Kartowicz-Stolarska, Bialystok University of Technology, Poland Marcin Czajkowski, Bialystok University of Technology, Poland
	Just Explain It to Yourself: On Integrating Self-Explanations into Explainable AI Marc de Zoeten, Johannes Gutenberg University Mainz, Germany Claus-Peter H. Ernst, Hochschule RheinMain, Germany Daniel Staegemann, Otto-von-Guericke University Magdeburg, Germany Franz Rothlauf, Johannes Gutenberg University Mainz, Germany
	Machine Learning-Driven Assessment of Systemic Risk and Macroeconomic Shocks in CEE Insurance Aleksander Wojtowicz, University of Rzeszów, Poland Ewa Rak, University of Rzeszów, Poland Anna Denkowska, Cracow University of Economics, Poland Stanisław Wanat, Cracow University of Economics, Poland
	Mask-Conditioned Generative Reconstruction of Vascular Angiography as Forensic Obfuscation Hubert Malinowski, Gdańsk University of Technology, Poland Dominik Lau, Gdańsk University of Technology, Poland Jerzy Szyjut, Gdańsk University of Technology, Poland Tomasz Dziubich, Gdańsk University of Technology, Poland
	Modeling and prediction methods in discrete-time survival analysis using fuzzy techniques Malgorzata Kretowska, Bialystok University of Technology, Poland Zofia Matusiewicz, University of Information Technology and Management in Rzeszow, Poland
	More Than Meets The Eye: An Automated Color Vision Deficiency Detection System For Patient Self-Monitoring Maciej Laskowski, Lublin University of Technology, Poland Adam Kiersztyn, Lublin University of Technology, Poland
	Multimodal Neural Network with Time Series and Aggregated Feature Fusion for Electricity Consumption Optimization Jacek Bartman, University of Rzeszow, Poland Boguslaw Twarog, University of Rzeszow, Poland Tadeusz Kwater, State University of Applied Sciences, Poland Przemyslaw Hawro, State University of Applied Sciences, Poland
	Neural Additive Model based framework for interpretable glaucoma screening Piotr Potrzebowski, Gdańsk University of Technology, Poland Andrzej Czyżewski, Gdańsk University of Technology, Poland
	Non-uniform Hamming metric learning and classification of categorical data Aleksander Denisiuk, University of Warmia and Mazury in Olsztyn, Poland
	On the Dual Nature of Sinusoidal Rough Inclusion Classifiers: From Structural Immunity to Parametric Optimization Artur Samojluk, University of Warmia and Mazury in Olsztyn, Poland Piotr Artiemjew, University of Warmia and Mazury in Olsztyn, Poland
	Optimization of Approximate Tests for Distributed Tables Azimkhon Ostonov, King Abdullah University of Science and Technology, Saudi Arabia Beata Zielosko, University of Silesia in Katowice, Poland Kamil Jabloński, University of Silesia in Katowice, Poland Urszula Stańczyk, Silesian University of Technology, Poland Mikhail Moshkov, King Abdullah University of Science and Technology, Saudi Arabia
	Optimizing explainability of graphlet kernels Yannick Kuhar, University of Ljubljana, Slovenia Uroš Čibej, University of Ljubljana, Slovenia
	Parallel e-Fold Halving Grid Search Method for Hyperparameter Optimization of Tree-based Models Hammed Adeleye Mojeed, Gdansk University of Technology, Poland Kashif Shaheed, University of Galway, Ireland
	Performance of Classifiers Constructed from Rules Induced from Continuous and Discrete Data Urszula Stanczyk, Silesian University of Technology, Poland Grzegorz Baron, Silesian University of Technology, Poland
	Protocol for Detecting Synthetic Artifacts: A Case Study on UXO Sonar Imagery Piotr Ściegienka, Silesian University of Technology, Poland Marcin Blachnik, Silesian University of Technology, Poland
	Reconstruction Error-Based Detection of Structural Anomalies in Scanned Documents Using Autoencoders and CNNs Mateusz Janik, Czestochowa University of Technology, Poland Jakub Nowak, Czestochowa University of Technology, Poland Marcin Korytkowski, Czestochowa University of Technology, Poland Rafał Scherer, Czestochowa University of Technology, Poland Sylwia Stachowiak, SWPS University of Social Sciences and Humanities, Poland Maciej Witkowski, Kodak Alaris, Poland
	Reference Time Series as a Controlled Laboratory Environment for Testing Classical and Machine Learning Forecasting Algorithms Marcin Bartkowiak, Poznan University of Economics and Business, Poland Piotr Cyplik, Poznan University of Technology, Poland Adam Karolewski, Association for Research and Applications of Artificial Intelligence ARAAI, Poland Michał Adamczak, Poznan School of Logistics, Poland
	Reference-Aware Design Choices for IMU-UWB Wearable Motion Analytics Tomasz Kuczyński, Adam Mickiewicz University, Poland Jan Świątek, Adam Mickiewicz University, Poland Tomasz Piłka, Adam Mickiewicz University, Poland Tomasz Górecki, Adam Mickiewicz University, Poland
	Reusing a Multimodal LLaVA Model for Rapid Learning of Human Gaze Prediction Patryk Najgebauer, Czestochowa University of Technology, Poland Rafał Scherer, AGH University of Krakow, Poland Marek Skrzyński, ASM Research Solutions Strategy Sp. z o.o., Poland
	Robust Low-Resource Dysarthric Speech Recognition via Low-Rank Adaptation Tomasz Piernicki, Gdańsk University of Technology, Poland Bozena Kostek, Gdańsk University of Technology, Poland
	Scaling Machine Learning via Adversarial Prototype Decomposition: An SVM Case Study Daniel Dąbrowski, Silesian University of Technology, Poland Marcin Blachnik, Silesian University of Technology, Poland Grzegorz Kopeć, Silesian University of Technology, Poland
	Semantic Convergence of Differentiating Properties as a Quality Predictor for Stance Classification Mateusz Gierszewski, Gdańsk University of Technology, Poland Julian Szymański, Gdańsk University of Technology, Poland Włodzisław Duch, Nicolaus Copernicus University, Poland
	Simulation of a Fixed-Magnitude Data Poisoning Attack in a Federated Learning Distributed Model Maciej Kuczynski, Czestochowa University of Technology, Poland
	Single-Task vs Multi-Task Learning for Toxicity Prediction: A Study on Tox21 Anna Frączkowska, University of Lomza, Poland Agnieszka Jastrzebska, Warsaw University of Technology, Poland
	Software Project Health Prediction in ISD: Integrating Static Code Metrics with AI-Based Repository Analytics Przemysław Adam Bykowski, University of Gdańsk, Poland
	Spatio-temporal imputation of missing air quality data using a hybrid GCN–KAN model Jarosław Bernacki, Wrocław University of Science and Technology, Poland Rafal Scherer, Częstochowa University of Technology, Poland Robert Nowicki, Częstochowa University of Technology, Poland Christian Napoli, Sapienza University of Rome, Italy Wei Wei, Xi'an University of Technology, China Sumit Hazra, Gandhi Institute of Technology and Management, India
	Strategy-Aware Multimodal Late Fusion for Three-Class Cognitive State Classification Agnieszka Wosiak, Lodz University of Technology, Poland Maja Truszkowska, Lodz University of Technology, Poland Katarzyna Żykwińska, Lodz University of Technology, Poland
	Task-Aligned Methodology for Handling Missing Data in Decision Support Systems: Workflow and Energy Case Study Dariusz Kobiela, Gdańsk University of Technology, Poland Jarosław Kobiela, Gdańsk University of Technology, Poland Adam Kurowski, Gdańsk University of Technology, Poland Agnieszka Landowska, Gdańsk University of Technology, Poland
	The geography of AI research in economics and finance: knowledge hubs and specialisation patterns shaping European competitiveness Mateusz M. Mierzejewski, Cracow University of Economics, Poland Elżbieta Ociepa-Kicińska, University of Szczecin, Poland Karolina Palimąka, University of Information Technology and Management, Poland
	Transformer-Enhanced Hybrid Sampling for Synthetic Data Generation in Imbalanced Network Security Datasets Mateusz Dampc, Gdynia Maritime University, Poland Ireneusz Czarnowski, Gdynia Maritime University, Poland Piotr Jędrzejowicz, Gdynia Maritime University, Poland
	Unsupervised Machine Learning for Profiling Quiet and Passive Quitting Marcin Nowak, Poznan University of Technology, Poland Marta Pawłowska-Nowak, Poznan University of Technology, Poland Joachim Lisiak, Poznan University of Technology, Poland
	Vision-Assisted Multi-Agent Decision Support for Production Disruptions and Machine-Failure Risk in Manufacturing Kamil Musiał, Wrocław University of Science and Technology, Poland
	What Actually Works in Ultra-Small sEMG Datasets? A Comprehensive Audit of Classical and Graph Models for Subject-Level Parkinson's Detection Daniel Cieślak, Gdańsk University of Technology, Poland Liwia Florkiewicz, Gdańsk University of Technology, Poland Mariusz Kaczmarek, Gdańsk University of Technology, Poland

Track 4: Data Science and AI for IS Development

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