Marek Sikora
Orcid: 0000-0002-2393-9761
According to our database1,
Marek Sikora
authored at least 90 papers
between 2004 and 2024.
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Bibliography
2024
Classification, Regression, and Survival Rule Induction with Complex and M-of-N Elementary Conditions.
Mach. Learn. Knowl. Extr., March, 2024
Separate and conquer heuristic allows robust mining of contrast sets in classification, regression, and survival data.
Expert Syst. Appl., 2024
Towards consistency of rule-based explainer and black box model - fusion of rule induction and XAI-based feature importance.
CoRR, 2024
Proceedings of the Companion Proceedings of the 8th International Joint Conference on Rules and Reasoning co-located with 20th Reasoning Web Summer School (RW 2024) and 16th DecisionCAMP 2024 as part of Declarative AI 2024, 2024
Enhancing Cybersecurity Curriculum Development: AI-Driven Mapping and Optimization Techniques.
Proceedings of the 19th International Conference on Availability, Reliability and Security, 2024
2023
Knowl. Based Syst., November, 2023
BrightBox - A rough set based technology for diagnosing mistakes of machine learning models.
Appl. Soft Comput., July, 2023
Sensors, March, 2023
Proceedings of the 18th International Conference on Availability, Reliability and Security, 2023
2022
SoftwareX, December, 2022
Sensor-Based Predictive Maintenance with Reduction of False Alarms - A Case Study in Heavy Industry.
Sensors, 2022
SCARI: Separate and conquer algorithm for action rules and recommendations induction.
Inf. Sci., 2022
Separate and conquer heuristic allows robust mining of contrast sets from various types of data.
CoRR, 2022
Bioinform., 2022
Rule-based approximation of black-box classifiers for tabular data to generate global and local explanations.
Proceedings of the 17th Conference on Computer Science and Intelligence Systems, 2022
Demand forecasting in the fashion business - an example of customized nearest neighbour and linear mixed model approaches.
Proceedings of the 17th Conference on Computer Science and Intelligence Systems, 2022
Proceedings of the ARES 2022: The 17th International Conference on Availability, Reliability and Security, Vienna,Austria, August 23, 2022
Proceedings of the ARES 2022: The 17th International Conference on Availability, Reliability and Security, Vienna,Austria, August 23, 2022
2021
Detecting anomalies and attacks in network traffic monitoring with classification methods and XAI-based explainability.
Proceedings of the Knowledge-Based and Intelligent Information & Engineering Systems: Proceedings of the 25th International Conference KES-2021, 2021
Analysis and detection of application-independent slow Denial of Service cyber attacks.
Proceedings of the IEEE International Conference on Intelligence and Security Informatics, 2021
Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods, 2021
Proceedings of the Position and Communication Papers of the 16th Conference on Computer Science and Intelligence Systems, 2021
Proceedings of the ARES 2021: The 16th International Conference on Availability, 2021
2020
CoRR, 2020
Proceedings of the Rough Sets - International Joint Conference, 2020
Proceedings of the 12th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, 2020
SCADA-based Message Generator for Multi-Vendor Smart Grids: Integration and Verification of TASE.2.
Proceedings of the 12th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, 2020
Gradient Boosting and Deep Learning Models Approach to Forecasting Promotions Efficiency in FMCG Retail.
Proceedings of the Artificial Intelligence and Soft Computing, 2020
Gradient Boosting Application in Forecasting of Performance Indicators Values for Measuring the Efficiency of Promotions in FMCG Retail.
Proceedings of the 2020 Federated Conference on Computer Science and Information Systems, 2020
2019
GuideR: A guided separate-and-conquer rule learning in classification, regression, and survival settings.
Knowl. Based Syst., 2019
Proceedings of the 11th International Congress on Ultra Modern Telecommunications and Control Systems and Workshops, 2019
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.
Inf. Sci., 2018
Proceedings of the Computer and Information Sciences - 32nd International Symposium, 2018
Proceedings of the Beyond Databases, Architectures and Structures. Facing the Challenges of Data Proliferation and Growing Variety, 2018
EYE: Big Data System Supporting Preventive and Predictive Maintenance of Robotic Production Lines.
Proceedings of the Beyond Databases, Architectures and Structures. Facing the Challenges of Data Proliferation and Growing Variety, 2018
The Use of Distributed Data Storage and Processing Systems in Bioinformatic Data Analysis.
Proceedings of the Beyond Databases, Architectures and Structures. Facing the Challenges of Data Proliferation and Growing Variety, 2018
2017
Eng. Appl. Artif. Intell., 2017
Data- and expert-driven rule induction and filtering framework for functional interpretation and description of gene sets.
J. Biomed. Semant., 2017
Decision Rule Learning from Stream of Measurements - A Case Study in Methane Hazard Forecasting in Coal Mines.
Proceedings of the Man-Machine Interactions 5, 2017
2016
Rule Quality Measures Settings in Classification, Regression and Survival Rule Induction - an Empirical Approach.
Fundam. Informaticae, 2016
Proceedings of the Rough Sets - International Joint Conference, 2016
Proceedings of the Rough Sets - International Joint Conference, 2016
Data Intensive vs Sliding Window Outlier Detection in the Stream Data - An Experimental Approach.
Proceedings of the Artificial Intelligence and Soft Computing, 2016
Proceedings of the 2016 Federated Conference on Computer Science and Information Systems, 2016
Proceedings of the 2016 Federated Conference on Computer Science and Information Systems, 2016
Proceedings of the Beyond Databases, Architectures and Structures. Advanced Technologies for Data Mining and Knowledge Discovery, 2016
2015
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, 2015
Proceedings of the Multimedia Communications, Services and Security, 2015
Rule quality measures settings in a sequential covering rule induction algorithm - an empirical approach.
Proceedings of the 2015 Federated Conference on Computer Science and Information Systems, 2015
Proceedings of the 2015 Federated Conference on Computer Science and Information Systems, 2015
Proceedings of the Beyond Databases, Architectures and Structures, 2015
2013
Data-driven adaptive selection of rule quality measures for improving rule induction and filtration algorithms.
Int. J. Gen. Syst., 2013
Fundam. Informaticae, 2013
Redefinition of Decision Rules Based on the Importance of Elementary Conditions Evaluation.
Fundam. Informaticae, 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].
Expert Syst. Appl., 2013
BMC Bioinform., 2013
Proceedings of the Wireless Access Flexibility - First International Workshop, 2013
Proceedings of the 4th IEEE PES Innovative Smart Grid Technologies Europe, 2013
2012
Improving prediction models applied in systems monitoring natural hazards and machinery.
Int. J. Appl. Math. Comput. Sci., 2012
Proceedings of the Multi-disciplinary Trends in Artificial Intelligence, 2012
Platform for coordination of energy generation and consumption in residential neighborhoods.
Proceedings of the 3rd IEEE PES Innovative Smart Grid Technologies Europe, 2012
Proceedings of the Advances in Production Management Systems. Competitive Manufacturing for Innovative Products and Services, 2012
Proceedings of the Artificial Intelligence and Soft Computing, 2012
Proceedings of the Artificial Intelligence: Methodology, Systems, and Applications, 2012
Identification of the Compound Subjective Rule Interestingness Measure for Rule-Based Functional Description of Genes.
Proceedings of the Artificial Intelligence: Methodology, Systems, and Applications, 2012
2011
Induction and selection of the most interesting Gene Ontology based multiattribute rules for descriptions of gene groups.
Pattern Recognit. Lett., 2011
RuleGO: a logical rules-based tool for description of gene groups by means of Gene Ontology.
Nucleic Acids Res., 2011
Induction and pruning of classification rules for prediction of microseismic hazards in coal mines.
Expert Syst. Appl., 2011
Data-Driven Adaptive Selection of Rules Quality Measures for Improving the Rules Induction Algorithm.
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, 2011
Proceedings of the Pattern Recognition and Machine Intelligence, 2011
2010
Trans. Rough Sets, 2010
Quality improvement of rule-based gene group descriptions using information about GO terms importance occurring in premises of determined rules.
Int. J. Appl. Math. Comput. Sci., 2010
An Algorithm for Decision Rules Aggregation.
Proceedings of the KDIR 2010, 2010
2009
Fuzzy Clustering and Gene Ontology Based Decision Rules for Identification and Description of Gene Groups.
Proceedings of the Man-Machine Interactions, 2009
Proceedings of the Computer Networks - 16th Conference, 2009
2008
Trans. Rough Sets, 2008
2006
Proceedings of the Rough Sets and Current Trends in Computing, 2006
Proceedings of the Rough Sets and Current Trends in Computing, 2006
2005
The discrete cosine multitone modulation modem construction and functionality.
Proceedings of the Signal and Image Processing (SIP 2005), 2005
Fuzzy Rules Generation Method for Classification Problems Using Rough Sets and Genetic Algorithms.
Proceedings of the Rough Sets, 2005
Multicarrier Modulation with the Discrete Cosine Transform.
Proceedings of the IASTED International Conference on Communication Systems and Applications, 2005
2004
Proceedings of the Rough Sets and Current Trends in Computing, 2004
Proceedings of the IEEE International Conference on Fuzzy Systems, 2004