Induction of fuzzy decision rules based upon rough sets theory. - Grzegorz Drwal; Marek Sikora (FUZZ-IEEE, 2004)

Fuzzy Decision Support System with Rough Set Based Rules Generation Method. - Grzegorz Drwal; Marek Sikora (Rough Sets and Current Trends in Computing, 2004)

Multicarrier Modulation with the Discrete Cosine Transform. - Jacek Danda; Krzysztof Loziak; Marek Sikora; Rafal Watza (Communication Systems and Applications, 2005)

Fuzzy Rules Generation Method for Classification Problems Using Rough Sets and Genetic Algorithms. - Marek Sikora (RSFDGrC (1), 2005)

The discrete cosine multitone modulation modem construction and functionality. - Jacek Danda; Krzysztof Loziak; Marek Sikora; Rafal Watza (SIP, 2005)

Rule Quality Measures in Creation and Reduction of Data Rule Models. - Marek Sikora (RSCTC, 2006)

NetTRS - Induction and Postprocessing of Decision Rules. - Marek Sikora; Marcin Michalak 001 (RSCTC, 2006)

Decision Rule Based Data Models Using NetTRS System Overview. - Marcin Michalak 001; Marek Sikora (Trans. Rough Sets, 2008)

RULEGO Bioinformatical Internet Service - System Architecture. - Aleksandra Gruca; Marek Sikora; Lukasz Chrost; Andrzej Polanski (CN, 2009)

Fuzzy Clustering and Gene Ontology Based Decision Rules for Identification and Description of Gene Groups. - Aleksandra Gruca; Michal Kozielski; Marek Sikora (ICMMI, 2009)

An Algorithm for Decision Rules Aggregation. - Adam Gudys; Marek Sikora (KDIR, 2010)

Quality improvement of rule-based gene group descriptions using information about GO terms importance occurring in premises of determined rules. - Marek Sikora; Aleksandra Gruca (Int. J. Appl. Math. Comput. Sci., 2010)

Decision Rule-Based Data Models Using TRS and NetTRS - Methods and Algorithms. - Marek Sikora (Trans. Rough Sets, 2010)

Approximation of a Coal Mass by an Ultrasonic Sensor Using Regression Rules. - Marek Sikora; Marcin Michalak 001; Beata Sikora (PReMI, 2011)

Data-Driven Adaptive Selection of Rules Quality Measures for Improving the Rules Induction Algorithm. - Marek Sikora; Lukasz Wróbel (RSFDGrC, 2011)

Induction and pruning of classification rules for prediction of microseismic hazards in coal mines. - Marek Sikora (Expert Syst. Appl., 2011)

RuleGO: a logical rules-based tool for description of gene groups by means of Gene Ontology. - Aleksandra Gruca; Marek Sikora; Andrzej Polanski (Nucleic Acids Res., 2011)

Induction and selection of the most interesting Gene Ontology based multiattribute rules for descriptions of gene groups. - Marek Sikora; Aleksandra Gruca (Pattern Recognit. Lett., 2011)

Identification of the Compound Subjective Rule Interestingness Measure for Rule-Based Functional Description of Genes. - Aleksandra Gruca; Marek Sikora (AIMSA, 2012)

Rule Quality Measure-Based Induction of Unordered Sets of Regression Rules. - Marek Sikora; Adam Skowron; Lukasz Wróbel (AIMSA, 2012)

ORG - Oblique Rules Generator. - Marcin Michalak 001; Marek Sikora; Patryk Ziarnik (ICAISC (2), 2012)

Dynamic Alarm Management in Next Generation Process Control Systems. - Eva Jerhotová; Marek Sikora; Petr Stluka (APMS (2), 2012)

Platform for coordination of energy generation and consumption in residential neighborhoods. - Vladimir Bicik; Ondrej Holub; Karel Marik; Marek Sikora; Petr Stluka; Reinhilde D'hulst (ISGT Europe, 2012)

Algorithms for Filtration of Unordered Sets of Regression Rules. - Lukasz Wróbel; Marek Sikora; Adam Skowron (MIWAI, 2012)

Improving prediction models applied in systems monitoring natural hazards and machinery. - Marek Sikora; Beata Sikora (Int. J. Appl. Math. Comput. Sci., 2012)

End user models for residential demand response. - Ondrej Holub; Marek Sikora (ISGT Europe, 2013)

Detecting Transmission Power Misbehaviour in Wi-Fi Networks. - Szymon Szott; Marek Sikora; Marek Natkaniec; Krzysztof Loziak (WiFlex, 2013)

HuntMi: an efficient and taxon-specific approach in pre-miRNA identification. - Adam Gudys; Michal Wojciech Szczesniak; Marek Sikora; Izabela Makalowska (BMC Bioinform., 2013)

Corrigendum to "Induction and pruning of classification rules for prediction of microseismic hazards in coal mines" [Experts Systems with Applications 38 (6) (2011) 6748-6758]. - Marek Sikora (Expert Syst. Appl., 2013)

Redefinition of Decision Rules Based on the Importance of Elementary Conditions Evaluation. - Marek Sikora (Fundam. Informaticae, 2013)

CHIRA - Convex Hull Based Iterative Algorithm of Rules Aggregation. - Marek Sikora; Adam Gudys (Fundam. Informaticae, 2013)

Data-driven adaptive selection of rule quality measures for improving rule induction and filtration algorithms. - Marek Sikora; Lukasz Wróbel (Int. J. Gen. Syst., 2013)

seismic-bumps. - Marek Sikora; Lukasz Wróbel (UCI Machine Learning Repository, 2013)

Regression Rule Learning for Methane Forecasting in Coal Mines. - Michal Kozielski; Adam Skowron; Lukasz Wróbel; Marek Sikora (BDAS, 2015)

DISESOR - decision support system for mining industry. - Michal Kozielski; Marek Sikora; Lukasz Wróbel (FedCSIS, 2015)

Rule quality measures settings in a sequential covering rule induction algorithm - an empirical approach. - Marcin Michalak 001; Marek Sikora; Lukasz Wróbel (FedCSIS, 2015)

Analysis of Urban Noise Frequency Characteristics Using a Smartphone. - Pawel Tarsa; Jacek Danda; Jacek Wszolek; Marek Sikora (MCSS, 2015)

Mining Data from Coal Mines: IJCRS'15 Data Challenge. - Andrzej Janusz; Marek Sikora; Lukasz Wróbel; Sebastian Stawicki; Marek Grzegorowski; Piotr Wojtas; Dominik Slezak (RSFDGrC, 2015)

Modeling Smart Grid neighborhoods with the ENERsip ontology. - Gregorio López; Víctor Custodio; José Ignacio Moreno; Marek Sikora; Pedro S. Moura; Norberto Fernández García (Comput. Ind., 2015)

Influence of Outliers Introduction on Predictive Models Quality. - Mateusz Kalisch; Marcin Michalak 001; Marek Sikora; Lukasz Wróbel; Piotr Przystalka (BDAS, 2016)

Predicting Dangerous Seismic Events: AAIA'16 Data Mining Challenge. - Andrzej Janusz; Dominik Slezak; Marek Sikora; Lukasz Wróbel (FedCSIS, 2016)

Application of RapidMiner and R Environments to Dangerous Seismic Events Prediction. - Marcin Michalak 001; Katarzyna Dusza; Dominik Korda; Krzysztof Kozlowski; Bartlomiej Szwej; Michal Kozielski; Marek Sikora; Lukasz Wróbel (FedCSIS, 2016)

Data Intensive vs Sliding Window Outlier Detection in the Stream Data - An Experimental Approach. - Mateusz Kalisch; Marcin Michalak 001; Marek Sikora; Lukasz Wróbel; Piotr Przystalka (ICAISC (2), 2016)

Outlier Detection and Elimination in Stream Data - An Experimental Approach. - Mateusz Kalisch; Marcin Michalak 001; Piotr Przystalka; Marek Sikora; Lukasz Wróbel (IJCRS, 2016)

Modern ICT and Mechatronic Systems in Contemporary Mining Industry. - Wojciech Moczulski; Piotr Przystalka; Marek Sikora; Radoslaw Zimroz (IJCRS, 2016)

Rule Quality Measures Settings in Classification, Regression and Survival Rule Induction - an Empirical Approach. - Lukasz Wróbel; Marek Sikora; Marcin Michalak 001 (Fundam. Informaticae, 2016)

Decision Rule Learning from Stream of Measurements - A Case Study in Methane Hazard Forecasting in Coal Mines. - Michal Kozielski; Pawel Matyszok; Marek Sikora; Lukasz Wróbel (ICMMI, 2017)

Data- and expert-driven rule induction and filtering framework for functional interpretation and description of gene sets. - Aleksandra Gruca; Marek Sikora (J. Biomed. Semant., 2017)

Learning rule sets from survival data. - Lukasz Wróbel; Adam Gudys; Marek Sikora (BMC Bioinform., 2017)

Predicting seismic events in coal mines based on underground sensor measurements. - Andrzej Janusz; Marek Grzegorowski; Marcin Michalak 001; Lukasz Wróbel; Marek Sikora; Dominik Slezak (Eng. Appl. Artif. Intell., 2017)

The Use of Distributed Data Storage and Processing Systems in Bioinformatic Data Analysis. - Michal Bochenek; Kamil Folkert; Roman Jaksik; Michal Krzeslak; Marcin Michalak 001; Marek Sikora; Tomasz Steclik; Lukasz Wróbel (BDAS, 2018)

EYE: Big Data System Supporting Preventive and Predictive Maintenance of Robotic Production Lines. - Jaroslaw Kurpanik; Joanna Henzel; Marek Sikora; Lukasz Wróbel; Marek Drewniak (BDAS, 2018)

Covering Approach to Action Rule Learning. - Pawel Matyszok; Marek Sikora; Lukasz Wróbel (BDAS, 2018)

Bidirectional Action Rule Learning. - Pawel Matyszok; Lukasz Wróbel; Marek Sikora (ISCIS, 2018)

A framework for learning and embedding multi-sensor forecasting models into a decision support system: A case study of methane concentration in coal mines. - Dominik Slezak; Marek Grzegorowski; Andrzej Janusz; Michal Kozielski; Sinh Hoa Nguyen; Marek Sikora; Sebastian Stawicki; Lukasz Wróbel (Inf. Sci., 2018)

On Detection and Mitigation of Slow Rate Denial of Service Attacks. - Marek Sikora; Tomas Gerlich; Lukas Malina (ICUMT, 2019)

GuideR: A guided separate-and-conquer rule learning in classification, regression, and survival settings. - Marek Sikora; Lukasz Wróbel; Adam Gudys (Knowl. Based Syst., 2019)

Gradient Boosting Application in Forecasting of Performance Indicators Values for Measuring the Efficiency of Promotions in FMCG Retail. - Joanna Henzel; Marek Sikora (FedCSIS, 2020)

Gradient Boosting and Deep Learning Models Approach to Forecasting Promotions Efficiency in FMCG Retail. - Joanna Henzel; Marek Sikora (ICAISC (2), 2020)

SCADA-based Message Generator for Multi-Vendor Smart Grids: Integration and Verification of TASE.2. - Petr Ilgner; Martin Stusek; Petr Cika; Marek Sikora (ICUMT, 2020)

Design of Advanced Slow Denial of Service Attack Generator. - Marek Sikora; Andrej Krivulcik; Radek Fujdiak; Petr Blazek (ICUMT, 2020)

On Positive-Correlation-Promoting Reducts. - Joanna Henzel; Andrzej Janusz; Marek Sikora; Dominik Slezak (IJCRS, 2020)

Classification supporting COVID-19 diagnostics based on patient survey data. - Joanna Henzel; Joanna Tobiasz; Michal Kozielski; Malgorzata Bach; Pawel Foszner; Aleksandra Gruca; Mateusz Kania; Justyna Mika; Anna Papiez; Aleksandra Werner; Joanna Zyla; Jerzy Jaroszewicz; et al. (CoRR, 2020)

RuleKit: A comprehensive suite for rule-based learning. - Adam Gudys; Marek Sikora; Lukasz Wróbel (Knowl. Based Syst., 2020)

Bone marrow transplant: children. - Marek Sikora; Lukasz Wróbel; Adam Gudys (UCI Machine Learning Repository, 2020)

Cybersecurity Curricula Designer. - Jan Hajny; Sara Ricci; Edmundas Piesarskas; Marek Sikora (ARES, 2021)

Impact of time series clustering on fuel sales prediction results. - Joanna Henzel; Jakub Bularz; Marek Sikora (FedCSIS (Position Papers), 2021)

Outlier Detection in Network Traffic Monitoring. - Marcin Michalak 001; Lukasz Wawrowski; Marek Sikora; Rafal Kurianowicz; Artur Kozlowski; Andrzej Bialas (ICPRAM, 2021)

Analysis and detection of application-independent slow Denial of Service cyber attacks. - Marek Sikora; Radek Fujdiak; Jiri Misurec (ISI, 2021)

Detecting anomalies and attacks in network traffic monitoring with classification methods and XAI-based explainability. - Lukasz Wawrowski; Marcin Michalak 001; Andrzej Bialas; Rafal Kurianowicz; Marek Sikora; Mariusz Uchronski; Adrian Kajzer (KES, 2021)

Generator of Slow Denial-of-Service Cyber Attacks. - Marek Sikora; Radek Fujdiak; Karel Kuchar; Eva Holasova; Jiri Misurec (Sensors, 2021)

Adding European Cybersecurity Skills Framework into Curricula Designer. - Jan Hajny; Marek Sikora; Athanasios Vasileios Grammatopoulos; Fabio Di Franco (ARES, 2022)

Job Adverts Analyzer for Cybersecurity Skills Needs Evaluation. - Sara Ricci; Marek Sikora; Simon Parker; Imre Lendak; Yianna Danidou; Argyro Chatzopoulou; Remi Badonnel; Donatas Alksnys (ARES, 2022)

Demand forecasting in the fashion business - an example of customized nearest neighbour and linear mixed model approaches. - Joanna Henzel; Lukasz Wawrowski; Anna Kubina; Marek Sikora; Lukasz Wróbel (FedCSIS, 2022)

Rule-based approximation of black-box classifiers for tabular data to generate global and local explanations. - Cezary Maszczyk; Michal Kozielski; Marek Sikora (FedCSIS, 2022)

MAINE: a web tool for multi-omics feature selection and rule-based data exploration. - Aleksandra Gruca; Joanna Henzel; Iwona Kostorz; Tomasz Steclik; Lukasz Wróbel; Marek Sikora (Bioinform., 2022)

Separate and conquer heuristic allows robust mining of contrast sets from various types of data. - Adam Gudys; Marek Sikora; Lukasz Wróbel (CoRR, 2022)

SCARI: Separate and conquer algorithm for action rules and recommendations induction. - Marek Sikora; Pawel Matyszok; Lukasz Wróbel (Inf. Sci., 2022)

Sensor-Based Predictive Maintenance with Reduction of False Alarms - A Case Study in Heavy Industry. - Marek Hermansa; Michal Kozielski; Marcin Michalak 001; Krzysztof Szczyrba; Lukasz Wróbel; Marek Sikora (Sensors, 2022)

RuleXAI - A package for rule-based explanations of machine learning model. - Dawid Macha; Michal Kozielski; Lukasz Wróbel; Marek Sikora (SoftwareX, 2022)

Curricula Designer with Enhanced ECSF Analysis. - Jan Hajny; Marek Sikora; Konstantinos Adamos; Fabio Di Franco (ARES, 2023)

Resource Management in LADNs Supporting 5G V2X Communications. - Ren-Hung Hwang; Faysal Marzuk; Marek Sikora; Piotr Cholda; Ying-Dar Lin (IEEE Access, 2023)

Anomaly Detection Module for Network Traffic Monitoring in Public Institutions. - Lukasz Wawrowski; Andrzej Bialas; Adrian Kajzer; Artur Kozlowski; Rafal Kurianowicz; Marek Sikora; Agnieszka Szymanska-Kwiecien; Mariusz Uchronski; Milosz Bialczak; Maciej Olejnik; Marcin Michalak 001 (Sensors, 2023)

BrightBox - A rough set based technology for diagnosing mistakes of machine learning models. - Andrzej Janusz; Andzelika Zalewska; Lukasz Wawrowski; Piotr Biczyk; Jan Ludziejewski; Marek Sikora; Dominik Slezak (Appl. Soft Comput., 2023)

Separate-and-conquer survival action rule learning. - Joanna Badura; Marek Hermansa; Michal Kozielski; Marek Sikora; Lukasz Wróbel (Knowl. Based Syst., 2023)

Enhancing Cybersecurity Curriculum Development: AI-Driven Mapping and Optimization Techniques. - Petr Dzurenda; Sara Ricci; Marek Sikora; Michal Stejskal; Imre Lendák; Pedro Adão (ARES, 2024)

RuleMiner: An Interactive Web Tool for Rule-Based Data Analysis. - Marek Sikora; Dawid Macha; Joanna Badura; Artur Kozlowski; Lukasz Wróbel (RuleML+RR (Companion), 2024)

Separate and conquer heuristic allows robust mining of contrast sets in classification, regression, and survival data. - Adam Gudys; Marek Sikora; Lukasz Wróbel (Expert Syst. Appl., 2024)

Classification, Regression, and Survival Rule Induction with Complex and M-of-N Elementary Conditions. - Cezary Maszczyk; Marek Sikora; Lukasz Wróbel (Mach. Learn. Knowl. Extr., 2024)

Towards consistency of rule-based explainer and black box model - Fusion of rule induction and XAI-based feature importance. - Michal Kozielski; Marek Sikora; Lukasz Wawrowski (Knowl. Based Syst., 2025)

RuleKit2: Faster and simpler rule learning. - Adam Gudys; Cezary Maszczyk; Joanna Badura; Adam Grzelak; Marek Sikora; Lukasz Wróbel (SoftwareX, 2025)

RuleKit 2: Faster and simpler rule learning. - Adam Gudys; Cezary Maszczyk; Joanna Badura; Adam Grzelak; Marek Sikora; Lukasz Wróbel (CoRR, 2025)