Dominik Slezak

Orcid: 0000-0003-2453-4974

Affiliations:
  • University of Warsaw, Institute of Informatics, Poland
  • QED Software Sp. z o.o., Warsaw, Poland
  • University of Warsaw, Institute of Mathematics, Poland (former)
  • Infobright Inc., Warsaw, Poland (former)
  • Infobright Inc., Toronto, ON, Canada (former)
  • University of Regina, Sk, Canada (former)
  • Polish-Japanese Academy of Information Technology, Warsaw, Poland (former)


According to our database1, Dominik Slezak authored at least 212 papers between 1997 and 2024.

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Bibliography

2024
Nature of decision valuations in elimination of redundant attributes.
Int. J. Approx. Reason., February, 2024

On Tolerance-Based Rough Set Operators and Their Covering Generalizations.
Proceedings of the Rough Sets - International Joint Conference, 2024

Consideration of Detecting Data and Functional Dependency in Tabular Data with Missing Values by the Obtained Rules.
Proceedings of the Rough Sets - International Joint Conference, 2024

Parametrized γ-Decision Valuation for Variable Precision Rough Set Model.
Proceedings of the Rough Sets - International Joint Conference, 2024

Predicting Stock Trends Using Common Financial Indicators: A Summary of FedCSIS 2024 Data Science Challenge Held on KnowledgePit.ai Platform.
Proceedings of the 19th Conference on Computer Science and Intelligence Systems, 2024

QEDrants - Data Quality Quadrants for Business Users and Decision-Makers.
Proceedings of the Position Papers of the 19th Conference on Computer Science and Intelligence Systems, 2024

2023
A practical study of methods for deriving insightful attribute importance rankings using decision bireducts.
Inf. Sci., October, 2023

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

Diagnostic Explainability by BrightBox.
ERCIM News, 2023

Data Infrastructures and Management - Introduction to the Special Theme.
ERCIM News, 2023

On Several New Dempster-Shafer-Inspired Uncertainty Measures Applicable for Active Learning.
Proceedings of the Rough Sets - International Joint Conference, 2023

Predicting Frags in Tactic Games at KnowledgePit.ai: ICME 2023 Grand Challenge Report.
Proceedings of the IEEE International Conference on Multimedia and Expo Workshops, 2023

Robust Assignment of Labels for Active Learning with Sparse and Noisy Annotations.
Proceedings of the ECAI 2023 - 26th European Conference on Artificial Intelligence, September 30 - October 4, 2023, Kraków, Poland, 2023

IEEE BigData Cup 2023 Report: Object Recognition with Muon Tomography Using Cosmic Rays.
Proceedings of the IEEE International Conference on Big Data, 2023

2022
Learning multimodal entity representations and their ensembles, with applications in a data-driven advisory framework for video game players.
Inf. Sci., 2022

Formal concept analysis, rough sets, and three-way decisions.
Int. J. Approx. Reason., 2022

Rough Sets Turn 40: From Information Systems to Intelligent Systems.
Proceedings of the 17th Conference on Computer Science and Intelligence Systems, 2022

KnowledgePit Meets BrightBox: A Step Toward Insightful Investigation of the Results of Data Science Competitions.
Proceedings of the 17th Conference on Computer Science and Intelligence Systems, 2022

IEEE BigData Cup 2022 Report Privacy-preserving Matching of Encrypted Images.
Proceedings of the IEEE International Conference on Big Data, 2022

Approximation of the expectation-maximization algorithm for Gaussian mixture models on big data.
Proceedings of the IEEE International Conference on Big Data, 2022

EVEAL - Expected Variance Estimation for Active Learning.
Proceedings of the IEEE International Conference on Big Data, 2022

Tensor-based Approach to Big Data Processing and Machine Learning.
Proceedings of the IEEE International Conference on Big Data, 2022

2021
Preface: Information Granulation in Data Science and Scalable Computing.
Fundam. Informaticae, 2021

Schema matching using Gaussian mixture models with Wasserstein distance.
CoRR, 2021

Cost Optimization for Big Data Workloads Based on Dynamic Scheduling and Cluster-Size Tuning.
Big Data Res., 2021

Predicting Victories in Video Games - IEEE BigData 2021 Cup Report.
Proceedings of the 2021 IEEE International Conference on Big Data (Big Data), 2021

2020
Research on Heuristic Optimization and Operations in IoT.
J. Univers. Comput. Sci., 2020

A computational procedure for variable selection preserving different initial conditions.
Int. J. Comput. Math., 2020

Rough-set-driven approach for attribute reduction in fuzzy formal concept analysis.
Fuzzy Sets Syst., 2020

From Big Data to business analytics: The case study of churn prediction.
Appl. Soft Comput., 2020

Heuristic Search of Exact Biclusters in Binary Data.
Int. J. Appl. Math. Comput. Sci., 2020

The Problem of Finding the Simplest Classifier Ensemble is NP-Hard - A Rough-Set-Inspired Formulation Based on Decision Bireducts.
Proceedings of the Rough Sets - International Joint Conference, 2020

Approximate Decision Tree Induction over Approximately Engineered Data Features.
Proceedings of the Rough Sets - International Joint Conference, 2020

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

Introducing AI/ML Components into Software Systems.
Proceedings of the 15th International Conference on Software Technologies, 2020

Introducing LogDL - Log Description Language for Insights from Complex Data.
Proceedings of the 2020 Federated Conference on Computer Science and Information Systems, 2020

Network Device Workload Prediction: A Data Mining Challenge at Knowledge Pit.
Proceedings of the 2020 Federated Conference on Computer Science and Information Systems, 2020

Reinventing Infobright's Concept of Rough Calculations on Granulated Tables for the Purpose of Accelerating Modern Data Processing Frameworks.
Proceedings of the 2020 IEEE International Conference on Big Data (IEEE BigData 2020), 2020

Predicting Escalations in Customer Support: Analysis of Data Mining Challenge Results.
Proceedings of the 2020 IEEE International Conference on Big Data (IEEE BigData 2020), 2020

2019
On resilient feature selection: Computational foundations of r-C-reducts.
Inf. Sci., 2019

On Boolean Representation of Continuous Data Biclustering.
Fundam. Informaticae, 2019

Multivariate Ovulation Window Detection at OvuFriend.
Proceedings of the Rough Sets - International Joint Conference, 2019

Scalable Cloud-based ETL for Self-serving Analytics.
Proceedings of the Advances in Data Mining, 2019

IEEE BigData 2019 Cup: Suspicious Network Event Recognition.
Proceedings of the 2019 IEEE International Conference on Big Data (IEEE BigData), 2019

2018
A new approximate query engine based on intelligent capture and fast transformations of granulated data summaries.
J. Intell. Inf. Syst., 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

Bireducts with tolerance relations.
Inf. Sci., 2018

Boolean Representation for Exact Biclustering.
Fundam. Informaticae, 2018

Toward Approximate Intelligence: Approximate Query Engines & Approximate Data Exploration.
Proceedings of the Companion of the The Web Conference 2018 on The Web Conference 2018, 2018

Grail: A Framework for Adaptive and Believable AI in Video Games.
Proceedings of the 2018 IEEE/WIC/ACM International Conference on Web Intelligence, 2018

SENSEI: An Intelligent Advisory System for the eSport Community and Casual Players.
Proceedings of the 2018 IEEE/WIC/ACM International Conference on Web Intelligence, 2018

Investigating Similarity between Hearthstone Cards: Text Embeddings and Interchangeability Approaches.
Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2018

Dynamic and Discernibility Characteristics of Different Attribute Reduction Criteria.
Proceedings of the Rough Sets - International Joint Conference, 2018

How to Match Jobs and Candidates - A Recruitment Support System Based on Feature Engineering and Advanced Analytics.
Proceedings of the Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations, 2018

Ranking Mutual Information Dependencies in a Summary-based Approximate Analytics Framework.
Proceedings of the 2018 International Conference on High Performance Computing & Simulation, 2018

Granular Games in Real-Time Environment.
Proceedings of the 2018 IEEE International Conference on Data Mining Workshops, 2018

Utilizing Hybrid Information Sources to Learn Representations of Cards in Collectible Card Video Games.
Proceedings of the 2018 IEEE International Conference on Data Mining Workshops, 2018

Toward an Intelligent HS Deck Advisor: Lessons Learned from AAIA'18 Data Mining Competition.
Proceedings of the 2018 Federated Conference on Computer Science and Information Systems, 2018

Similarity-based Detection of Fertile Days at OvuFriend.
Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

Toward Machine Learning on Granulated Data - a Case of Compact Autoencoder-based Representations of Satellite Images.
Proceedings of the IEEE International Conference on Big Data (IEEE BigData 2018), 2018

2017
Decision bireducts and decision reducts - a comparison.
Int. J. Approx. Reason., 2017

Predicting seismic events in coal mines based on underground sensor measurements.
Eng. Appl. Artif. Intell., 2017

Toward Interactive Attribute Selection with Infolattices - A Position Paper.
Proceedings of the Rough Sets - International Joint Conference, 2017

A Metadata Diagnostic Framework for a New Approximate Query Engine Working with Granulated Data Summaries.
Proceedings of the Rough Sets - International Joint Conference, 2017

Scalable Machine Learning with Granulated Data Summaries: A Case of Feature Selection.
Proceedings of the Foundations of Intelligent Systems - 23rd International Symposium, 2017

ISMIS 2017 Data Mining Competition: Trading Based on Recommendations.
Proceedings of the Foundations of Intelligent Systems - 23rd International Symposium, 2017

Learning in Comparator Networks.
Proceedings of the Advances in Fuzzy Logic and Technology 2017 - Proceedings of: EUSFLAT-2017 - The 10th Conference of the European Society for Fuzzy Logic and Technology, September 11-15, 2017, Warsaw, Poland IWIFSGN'2017, 2017

Ordered Fuzzy Numbers: Definitions and Operations.
Proceedings of the Theory and Applications of Ordered Fuzzy Numbers, 2017

Ordered Fuzzy Numbers: Sources and Intuitions.
Proceedings of the Theory and Applications of Ordered Fuzzy Numbers, 2017

Scalable cyber-security analytics with a new summary-based approximate query engine.
Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

On the role of feature space granulation in feature selection processes.
Proceedings of the 2017 IEEE International Conference on Big Data (IEEE BigData 2017), 2017

2016
Preface.
Fundam. Informaticae, 2016

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

2015
Preface.
Nat. Comput., 2015

Preface.
Fundam. Informaticae, 2015

Rough Set Tools for Practical Data Exploration.
Proceedings of the Rough Sets and Knowledge Technology - 10th International Conference, 2015

Building Granular Systems - from Concepts to Applications.
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, 2015

On Generalized Decision Functions: Reducts, Networks and Ensembles.
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing, 2015

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

Fuzzy Set Interpretation of Comparator Networks.
Proceedings of the Pattern Recognition and Machine Intelligence, 2015

Computation of Approximate Reducts with Dynamically Adjusted Approximation Threshold.
Proceedings of the Foundations of Intelligent Systems - 22nd International Symposium, 2015

Cost-sensitive regression-based recommender system.
Proceedings of the 2015 International Conference on Machine Learning and Cybernetics, 2015

Tagging Firefighter Activities at the emergency scene: Summary of AAIA'15 data mining competition at knowledge pit.
Proceedings of the 2015 Federated Conference on Computer Science and Information Systems, 2015

adelta;-information reducts and bireducts.
Proceedings of the 2015 Conference of the International Fuzzy Systems Association and the European Society for Fuzzy Logic and Technology (IFSA-EUSFLAT-15), 2015

Knowledge Pit - A Data Challenge Platform.
Proceedings of the 24th International Workshop on Concurrency, 2015

Granular modeling with fuzzy comparators.
Proceedings of the 2015 IEEE International Conference on Big Data (IEEE BigData 2015), Santa Clara, CA, USA, October 29, 2015

2014
Processing and mining complex data streams.
Inf. Sci., 2014

Implementing algorithms of rough set theory and fuzzy rough set theory in the R package "RoughSets".
Inf. Sci., 2014

Special section on applications of intelligent data and knowledge processing technologies - Preface.
Future Gener. Comput. Syst., 2014

Rough Set Methods for Attribute Clustering and Selection.
Appl. Artif. Intell., 2014

Attribute Subset Quality Functions over a Universe of Weighted Objects.
Proceedings of the Rough Sets and Intelligent Systems Paradigms, 2014

Random Probes in Computation and Assessment of Approximate Reducts.
Proceedings of the Rough Sets and Intelligent Systems Paradigms, 2014

Complexity aspects of multi-machine aggregations in a rough-granular computation framework.
Proceedings of the 2014 IEEE International Conference on Granular Computing, 2014

Key Risk Factors for Polish State Fire Service: a Data Mining Competition at Knowledge Pit.
Proceedings of the 2014 Federated Conference on Computer Science and Information Systems, 2014

2013
Professor Zdzisław Pawlak (1926-2006): Founder of the Polish School of Artificial Intelligence.
Proceedings of the Rough Sets and Intelligent Systems - Professor Zdzisław Pawlak in Memoriam, 2013

Data mining and soft computing.
Int. J. Gen. Syst., 2013

Preface.
Fundam. Informaticae, 2013

Two Database Related Interpretations of Rough Approximations: Data Organization and Query Execution.
Fundam. Informaticae, 2013

Recent Advances in Decision Bireducts: Complexity, Heuristics and Streams.
Proceedings of the Rough Sets and Knowledge Technology - 8th International Conference, 2013

Granular Attribute Selection: A Case Study of Rough Set Approach to MRI Segmentation.
Proceedings of the Pattern Recognition and Machine Intelligence, 2013

How deep data becomes big data.
Proceedings of the Joint IFSA World Congress and NAFIPS Annual Meeting, 2013

Intelligent granulation of machine-generated data.
Proceedings of the Joint IFSA World Congress and NAFIPS Annual Meeting, 2013

From Sensory Data to Decision Making: A Perspective on Supporting a Fire Commander.
Proceedings of the 2013 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology, 2013

Networks of compound object comparators.
Proceedings of the FUZZ-IEEE 2013, 2013

From topology to anti-reflexive topology.
Proceedings of the FUZZ-IEEE 2013, 2013

Approximate Assistance for Correlated Subqueries.
Proceedings of the 2013 Federated Conference on Computer Science and Information Systems, 2013

How to Design a Network of Comparators.
Proceedings of the Brain and Health Informatics - International Conference, 2013

2012
Semantic Search and Analytics over Large Repository of Scientific Articles.
Proceedings of the Intelligent Tools for Building a Scientific Information Platform, 2012

RDBMS Model for Scientific Articles Analytics.
Proceedings of the Intelligent Tools for Building a Scientific Information Platform, 2012

Unsupervised Similarity Learning from Textual Data.
Fundam. Informaticae, 2012

(No)SQL Platform for Scalable Semantic Processing of Fast Growing Document Repositories.
ERCIM News, 2012

A Rough-Columnar RDBMS Engine -- A Case Study of Correlated Subqueries.
IEEE Data Eng. Bull., 2012

Rough Optimizations of Complex Expressions in Infobright's RDBMS.
Proceedings of the Rough Sets and Current Trends in Computing, 2012

JRS'2012 Data Mining Competition: Topical Classification of Biomedical Research Papers.
Proceedings of the Rough Sets and Current Trends in Computing, 2012

The Problem of Finding the Sparsest Bayesian Network for an Input Data Set is NP-Hard.
Proceedings of the Foundations of Intelligent Systems - 20th International Symposium, 2012

Rough SQL - Semantics and Execution.
Proceedings of the Advances on Computational Intelligence, 2012

Management of Information Incompleteness in Rough Non-deterministic Information Analysis.
Proceedings of the Advances on Computational Intelligence, 2012

Rough Sets and FCA - Scalability Challenges.
Proceedings of the Formal Concept Analysis - 10th International Conference, 2012

Utilization of Attribute Clustering Methods for Scalable Computation of Reducts from High-Dimensional Data.
Proceedings of the Federated Conference on Computer Science and Information Systems, 2012

A Role of (Not) Crisp Discernibility in Rough Set Approach to Numeric Feature Selection.
Proceedings of the Advanced Machine Learning Technologies and Applications, 2012

Rough Sets-Based Machine Learning over Non-deterministic Data: A Brief Survey.
Proceedings of the Advanced Machine Learning Technologies and Applications, 2012

Granular Knowledge Discovery Framework.
Proceedings of the New Trends in Databases and Information Systems, 2012

2011
A Rough Set Exploration of Facial Similarity Judgements.
Trans. Rough Sets, 2011

Feedforward neural networks for compound signals.
Theor. Comput. Sci., 2011

Stable rule extraction and decision making in rough non-deterministic information analysis.
Int. J. Hybrid Intell. Syst., 2011

Special issue: Rough and Fuzzy Methods for Data Mining.
Int. J. Hybrid Intell. Syst., 2011

Preface.
Fundam. Informaticae, 2011

Semantic Analytics of PubMed Content.
Proceedings of the Information Quality in e-Health, 2011

Rough-Set-Inspired Feature Subset Selection, Classifier Construction, and Rule Aggregation.
Proceedings of the Rough Sets and Knowledge Technology - 6th International Conference, 2011

A NIS-Apriori Based Rule Generator in Prolog and Its Functionality for Table Data.
Proceedings of the Rough Sets and Knowledge Technology - 6th International Conference, 2011

Comparators for Compound Object Identification.
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, 2011

A Prototype System for Rule Generation in Lipski's Incomplete Information Databases.
Proceedings of the Rough Sets, Fuzzy Sets, Data Mining and Granular Computing, 2011

Injecting Domain Knowledge into RDBMS - Compression of Alphanumeric Data Attributes.
Proceedings of the Foundations of Intelligent Systems - 19th International Symposium, 2011

Properties on inclusion relations and division charts in non-deterministic information systems.
Proceedings of the 2011 IEEE International Conference on Granular Computing, 2011

Ensembles of Bireducts: Towards Robust Classification and Simple Representation.
Proceedings of the Future Generation Information Technology, 2011

2010
Introduction to the special issue on advanced information retrieval and databases.
J. Intell. Inf. Syst., 2010

Attribute selection with fuzzy decision reducts.
Inf. Sci., 2010

Is It Important Which Rough-Set-Based Classifier Extraction and Voting Criteria Are Applied Together?
Proceedings of the Rough Sets and Current Trends in Computing, 2010

Towards Approximate SQL - Infobright's Approach.
Proceedings of the Rough Sets and Current Trends in Computing, 2010

Rule Generation in Lipski's Incomplete Information Databases.
Proceedings of the Rough Sets and Current Trends in Computing, 2010

Classification of Facial Photograph Sorting Performance Based on Verbal Descriptions.
Proceedings of the Rough Sets and Current Trends in Computing, 2010

Evolutionary inspired optimization of feature subset ensembles.
Proceedings of the Second World Congress on Nature & Biologically Inspired Computing, 2010

An overview of decision making in Rough Non-deterministic Information Analysis.
Proceedings of the Second World Congress on Nature & Biologically Inspired Computing, 2010

Toward Rough Sets Based Rule Generation from Tables with Uncertain Numerical Values.
Proceedings of the Integrated Uncertainty Management and Applications [revised papers from the International Symposium on Integrated Uncertainty Management and Applications, 2010

Infobright Analytic Database Engine Using Rough Sets and Granular Computing.
Proceedings of the 2010 IEEE International Conference on Granular Computing, 2010

SQL-Based Compound Object Comparators: A Case Study of Images Stored in ICE.
Proceedings of the Advances in Software Engineering, 2010

Compound Analytics of Compound Data within RDBMS Framework - Infobright's Perspective.
Proceedings of the Future Generation Information Technology, 2010

The Lower and the Upper Systems of Rules in Tables with Missing Values.
Proceedings of the Database Theory and Application, Bio-Science and Bio-Technology, 2010

Validation of Classifiers for Facial Photograph Sorting Performance.
Proceedings of the Signal Processing and Multimedia, 2010

Injecting domain knowledge into a granular database engine: a position paper.
Proceedings of the 19th ACM Conference on Information and Knowledge Management, 2010

2009
Rough Sets and Functional Dependencies in Data: Foundations of Association Reducts.
Trans. Comput. Sci., 2009

Degrees of conditional (in)dependence: A framework for approximate Bayesian networks and examples related to the rough set-based feature selection.
Inf. Sci., 2009

Data warehouse technology by infobright.
Proceedings of the ACM SIGMOD International Conference on Management of Data, 2009

The Lower System, the Upper System and Rules with Stability Factor in Non-deterministic Information Systems.
Proceedings of the Rough Sets, 2009

Rough Set Year in India 2009.
Proceedings of the Rough Sets, 2009

A Rough Sets Approach for Personalized Support of Face Recognition.
Proceedings of the Rough Sets, 2009

Multi-Level Approaches for Data Mining and Data Processing: Two Examples.
Proceedings of the 4th Indian International Conference on Artificial Intelligence, 2009

Automatic Extraction of Decision Rules from Non-deterministic Data Systems: Theoretical Foundations and SQL-Based Implementation.
Proceedings of the Database Theory and Application, 2009

Intelligent Data Granulation on Load: Improving Infobright's Knowledge Grid.
Proceedings of the Future Generation Information Technology, 2009

2008
Brighthouse: an analytic data warehouse for ad-hoc queries.
Proc. VLDB Endow., 2008

Feature Selection with Fuzzy Decision Reducts.
Proceedings of the Rough Sets and Knowledge Technology, Third International Conference, 2008

Rough Sets in Data Warehousing.
Proceedings of the Rough Sets and Current Trends in Computing, 2008

2007
Descriptors and Templates in Relational Information Systems.
Proceedings of the Rough Sets and Knowledge Technology, Second International Conference, 2007

Roughfication of Numeric Decision Tables: The Case Study of Gene Expression Data.
Proceedings of the Rough Sets and Knowledge Technology, Second International Conference, 2007

Mining Associations for Interface Design.
Proceedings of the Rough Sets and Knowledge Technology, Second International Conference, 2007

Granular Sets - Foundations and Case Study of Tolerance Spaces.
Proceedings of the Rough Sets, 2007

Rough Neural Networks for Complex Concepts.
Proceedings of the Rough Sets, 2007

Approximation Degrees in Decision Reduct-Based MRI Segmentation.
Proceedings of the Frontiers in the Convergence of Bioscience and Information Technologies 2007, 2007

Rough Sets and Few-Objects-Many-Attributes Problem: The Case Study of Analysis of Gene Expression Data Sets.
Proceedings of the Frontiers in the Convergence of Bioscience and Information Technologies 2007, 2007

Evaluation of a Dominance-Based Rough Set Approach to Interface Design.
Proceedings of the Frontiers in the Convergence of Bioscience and Information Technologies 2007, 2007

2006
Interactive Gene Clustering-A Case Study of Breast Cancer Microarray Data.
Inf. Syst. Frontiers, 2006

Rough neural intelligent approach for image classification: A case of patients with suspected breast cancer.
Int. J. Hybrid Intell. Syst., 2006

Association Reducts: Boolean Representation.
Proceedings of the Rough Sets and Knowledge Technology, First International Conference, 2006

Association Reducts: Complexity and Heuristics.
Proceedings of the Rough Sets and Current Trends in Computing, 2006

Tolerance Based Templates for Information Systems: Foundations and Perspectives.
Proceedings of the Advances in Hybrid Information Technology, 2006

2005
Rough Sets and Bayes Factor.
Trans. Rough Sets, 2005

The investigation of the Bayesian rough set model.
Int. J. Approx. Reason., 2005

A Hybrid Approach to MR Imaging Segmentation Using Unsupervised Clustering and Approximate Reducts.
Proceedings of the Rough Sets, 2005

A Rough Set-Based Magnetic Resonance Imaging Partial Volume Detection System.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

Parallel Island Model for Attribute Reduction.
Proceedings of the Pattern Recognition and Machine Intelligence, 2005

Association Reducts: A Framework for Mining Multi-attribute Dependencies.
Proceedings of the Foundations of Intelligent Systems, 15th International Symposium, 2005

Interactive SOM-Based Gene Grouping: An Approach to Gene Expression Data Analysis.
Proceedings of the Foundations of Intelligent Systems, 15th International Symposium, 2005

Gene Expression Clustering: Dealing with the Missing Values.
Proceedings of the Intelligent Information Processing and Web Mining, 2005

2004
An Automated Multi-spectral MRI Segmentation Algorithm Using Approximate Reducts.
Proceedings of the Rough Sets and Current Trends in Computing, 2004

Harnessing Classifier Networks ? Towards Hierarchical Concept Construction.
Proceedings of the Rough Sets and Current Trends in Computing, 2004

The Rough Bayesian Model for Distributed Decision Systems.
Proceedings of the Rough Sets and Current Trends in Computing, 2004

Feedforward Concept Networks.
Proceedings of the Monitoring, Security, and Rescue Techniques in Multiagent Systems, 2004

Calculus with Fuzzy Numbers.
Proceedings of the Intelligent Media Technology for Communicative Intelligence, 2004

2003
Application of Temporal Descriptors to Musical Instrument Sound Recognition.
J. Intell. Inf. Syst., 2003

Attribute Reduction in the Bayesian Version of Variable Precision Rough Set Model.
Proceedings of the International Workshop on Rough Sets in Knowledge Discovery and Soft Computing, 2003

Neural Network Architecture for Synthesis of the Probabilistic Rule Based Classifiers.
Proceedings of the International Workshop on Rough Sets in Knowledge Discovery and Soft Computing, 2003

Variable Precision Bayesian Rough Set Model.
Proceedings of the Rough Sets, 2003

Order Based Genetic Algorithms for the Search of Approximate Entropy Reducts.
Proceedings of the Rough Sets, 2003

Constructing Extensions of Bayesian Classifiers with Use of Normalizing Neural Networks.
Proceedings of the Foundations of Intelligent Systems, 14th International Symposium, 2003

Searching for the Complex Decision Reducts: The Case Study of the Survival Analysis.
Proceedings of the Foundations of Intelligent Systems, 14th International Symposium, 2003

Problems with Automatic Classification of Musical Sounds.
Proceedings of the Intelligent Information Processing and Web Mining, 2003

Algebraic Operations on Fuzzy Numbers.
Proceedings of the Intelligent Information Processing and Web Mining, 2003

2002
Approximate Entropy Reducts.
Fundam. Informaticae, 2002

Approximate Bayesian Network Classifiers.
Proceedings of the Rough Sets and Current Trends in Computing, 2002

Rough Set Approach to the Survival Analysis.
Proceedings of the Rough Sets and Current Trends in Computing, 2002

KDD-Based Approach to Musical Instrument Sound Recognition.
Proceedings of the Foundations of Intelligent Systems, 13th International Symposium, 2002

Fuzzy Reals with Algebraic Operations: Algorithmic Approach.
Proceedings of the Intelligent Information Systems 2002, 2002

2001
Classification Models Based on Approximate Bayesian Networks.
Proceedings of the New Frontiers in Artificial Intelligence, 2001

Rough Set Theory in Conflict Analysis.
Proceedings of the New Frontiers in Artificial Intelligence, 2001

2000
Normalized Decision Functions and Measures for Inconsistent Decision Tables Analysis.
Fundam. Informaticae, 2000

Application of Normalized Decision Measures to the New Case Classification.
Proceedings of the Rough Sets and Current Trends in Computing, 2000

Application of Discernibility Tables to Calculation of Approximate Frequency Based Reducts.
Proceedings of the Rough Sets and Current Trends in Computing, 2000

1999
Approximate Reducts and Association Rules - Correspondence and Complexity Results.
Proceedings of the New Directions in Rough Sets, 1999

Classification Algorithms Based on Linear Combinations of Features.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 1999

1998
Searching for Frequential Reducts in Decision Tables with Uncertain Objects.
Proceedings of the Rough Sets and Current Trends in Computing, 1998

1997
Neural Networks Design: Rough Set Approach to Continuous Data.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 1997

Decision Value Oriented Decomposition of Data Tables.
Proceedings of the Foundations of Intelligent Systems, 10th International Symposium, 1997


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