Marek Sikora

Orcid: 0000-0002-2393-9761

According to our database1, Marek Sikora authored at least 90 papers between 2004 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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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

RuleMiner: An Interactive Web Tool for Rule-Based Data Analysis.
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
Separate-and-conquer survival action rule learning.
Knowl. Based Syst., November, 2023

BrightBox - A rough set based technology for diagnosing mistakes of machine learning models.
Appl. Soft Comput., July, 2023

Anomaly Detection Module for Network Traffic Monitoring in Public Institutions.
Sensors, March, 2023

Resource Management in LADNs Supporting 5G V2X Communications.
IEEE Access, 2023

Curricula Designer with Enhanced ECSF Analysis.
Proceedings of the 18th International Conference on Availability, Reliability and Security, 2023

2022
RuleXAI - A package for rule-based explanations of machine learning model.
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

MAINE: a web tool for multi-omics feature selection and rule-based data exploration.
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

Job Adverts Analyzer for Cybersecurity Skills Needs Evaluation.
Proceedings of the ARES 2022: The 17th International Conference on Availability, Reliability and Security, Vienna,Austria, August 23, 2022

Adding European Cybersecurity Skills Framework into Curricula Designer.
Proceedings of the ARES 2022: The 17th International Conference on Availability, Reliability and Security, Vienna,Austria, August 23, 2022

2021
Generator of Slow Denial-of-Service Cyber Attacks.
Sensors, 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

Outlier Detection in Network Traffic Monitoring.
Proceedings of the 10th International Conference on Pattern Recognition Applications and Methods, 2021

Impact of time series clustering on fuel sales prediction results.
Proceedings of the Position and Communication Papers of the 16th Conference on Computer Science and Intelligence Systems, 2021

Cybersecurity Curricula Designer.
Proceedings of the ARES 2021: The 16th International Conference on Availability, 2021

2020
Bone marrow transplant: children.
Dataset, April, 2020

RuleKit: A comprehensive suite for rule-based learning.
Knowl. Based Syst., 2020

Classification supporting COVID-19 diagnostics based on patient survey data.
CoRR, 2020

On Positive-Correlation-Promoting Reducts.
Proceedings of the Rough Sets - International Joint Conference, 2020

Design of Advanced Slow Denial of Service Attack Generator.
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

On Detection and Mitigation of Slow Rate Denial of Service Attacks.
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

Bidirectional Action Rule Learning.
Proceedings of the Computer and Information Sciences - 32nd International Symposium, 2018

Covering Approach to Action Rule Learning.
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
Predicting seismic events in coal mines based on underground sensor measurements.
Eng. Appl. Artif. Intell., 2017

Learning rule sets from survival data.
BMC Bioinform., 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

Modern ICT and Mechatronic Systems in Contemporary Mining Industry.
Proceedings of the Rough Sets - International Joint Conference, 2016

Outlier Detection and Elimination in Stream Data - An Experimental Approach.
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

Application of RapidMiner and R Environments to Dangerous Seismic Events Prediction.
Proceedings of the 2016 Federated Conference on Computer Science and Information Systems, 2016

Predicting Dangerous Seismic Events: AAIA'16 Data Mining Challenge.
Proceedings of the 2016 Federated Conference on Computer Science and Information Systems, 2016

Influence of Outliers Introduction on Predictive Models Quality.
Proceedings of the Beyond Databases, Architectures and Structures. Advanced Technologies for Data Mining and Knowledge Discovery, 2016

2015
Modeling Smart Grid neighborhoods with the ENERsip ontology.
Comput. Ind., 2015

Mining Data from Coal Mines: IJCRS'15 Data Challenge.
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, 2015

Analysis of Urban Noise Frequency Characteristics Using a Smartphone.
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

DISESOR - decision support system for mining industry.
Proceedings of the 2015 Federated Conference on Computer Science and Information Systems, 2015

Regression Rule Learning for Methane Forecasting in Coal Mines.
Proceedings of the Beyond Databases, Architectures and Structures, 2015

2013
seismic-bumps.
Dataset, April, 2013

Data-driven adaptive selection of rule quality measures for improving rule induction and filtration algorithms.
Int. J. Gen. Syst., 2013

CHIRA - Convex Hull Based Iterative Algorithm of Rules Aggregation.
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

HuntMi: an efficient and taxon-specific approach in pre-miRNA identification.
BMC Bioinform., 2013

Detecting Transmission Power Misbehaviour in Wi-Fi Networks.
Proceedings of the Wireless Access Flexibility - First International Workshop, 2013

End user models for residential demand response.
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

Algorithms for Filtration of Unordered Sets of Regression Rules.
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

Dynamic Alarm Management in Next Generation Process Control Systems.
Proceedings of the Advances in Production Management Systems. Competitive Manufacturing for Innovative Products and Services, 2012

ORG - Oblique Rules Generator.
Proceedings of the Artificial Intelligence and Soft Computing, 2012

Rule Quality Measure-Based Induction of Unordered Sets of Regression Rules.
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

Approximation of a Coal Mass by an Ultrasonic Sensor Using Regression Rules.
Proceedings of the Pattern Recognition and Machine Intelligence, 2011

2010
Decision Rule-Based Data Models Using TRS and NetTRS - Methods and Algorithms.
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

RULEGO Bioinformatical Internet Service - System Architecture.
Proceedings of the Computer Networks - 16th Conference, 2009

2008
Decision Rule Based Data Models Using NetTRS System Overview.
Trans. Rough Sets, 2008

2006
NetTRS - Induction and Postprocessing of Decision Rules.
Proceedings of the Rough Sets and Current Trends in Computing, 2006

Rule Quality Measures in Creation and Reduction of Data Rule Models.
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
Fuzzy Decision Support System with Rough Set Based Rules Generation Method.
Proceedings of the Rough Sets and Current Trends in Computing, 2004

Induction of fuzzy decision rules based upon rough sets theory.
Proceedings of the IEEE International Conference on Fuzzy Systems, 2004


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