publications

journal papers

  • J. Wong, M.Z. Reformat, E. Parent, E. Lou, Convolutional Neural Network to Segment Laminae on 3D Ultrasound Spinal Images to Assist Cobb Angle Measurement, Annals of Biomedical Engineering, accepted January 22, 2022, 27 pages

  • C.-S. Lee, Y.-L. Tsai, M.-H. Wang, S.-H. Huang, M. Reformat, N. Kubota, Adaptive Fuzzy X Neural Agent for Human and Machine Co-Learning, International Journal of Fuzzy Systems, accepted September 8, 2021, 30 pages

  • M.Z. Reformat, R.R. Yager, J.X. Chen, Definition of Concepts and Imprecision, TWMS Journal of Pure and Applied Mathematics, Vol, 12, No. 1, 2021, pages 14-28.

  • N. Wang, M.Z. Reformat, W. Yoa, Y. Zhao, X. Chen, Fuzzy Linear regression based on approximate Bayesian computation, Applied Soft Computing, Volume 97, Part A, on line: October 1, 2020, 12 pages.

  • Z. Niu, M.Z. Reformat, W. Tang, B. Zhao, Electrical Equipment Identification Method With Synthetic Data Using Edge-Oriented Generative Adversarial Network, IEEE Access, Vol. 8, 2020, pages 136487-136497.

  • C. S. Lee, M. H. Wang, Y. L. Tsai, W. S. Chang, M.Z. Reformat, G. Acampora, N. Kubota, FML-based Reinforcement Learning Agent with Fuzzy Ontology for Human-Robot Cooperative Edutainment International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, International Journal of Uncertainty, Fuzzi- ness and Knowledge-Based Systems, accepted Jun 30, 2020, 37 pages.

  • Z. Niu, Z. Yu, W. Tang, Q. Wu, M.Z. Reformat, Wind power forecasting using attention-based gated recur- rent unit network, Energy, Vol. 196, April 2020.

  • E. Pourjafari1, M.Z. Reformat, A Support Vector Regression Based Model Predictive Control for Volt-Var Optimization of Distribution Systems, IEEE Access, Vol. 7, accepted July 11, 2019, pages 93352-93363.

  • R.R. Yager, M.Z. Reformat, Selecting an Action to Satisfy Multiple Aspects of a System Based on Uncertain Granular Observations, Expert Systems with Applications, accepted January 15, 2019, 22 pages.

  • R.R. Yager, M.Z. Reformat, and N.D. To, Drawing on the iPad to Input Fuzzy Sets with an Application to Linguistic Summaries, Information Sciences., accepted November 17, 2018, 15 pages.

  • M.Z. Reformat, R.R. Yager, and N.D. To1, Defining Personalized Concepts for XBRL Using iPad Drawn Fuzzy Sets, Intelligent Systems in Accounting, Finance and Management, Vol. 25, Issue 2, 2018, pages 73-85.

  • G. D’Aniello, M. Gaeta, F. Loia, M. Reformat, D. Toti, An Environment for Collective Perception based on Fuzzy and Semantic Approaches, Journal of Artificial Intelligence and Soft Computing Research, Vol. 8, Issue 3, 2018, pages 191-210.

  • R. Lourenzutti, R.A. Krohling, M. Reformat, Choquet based TOPSIS and TODIM for dynamic and het- erogenous decision making with criteria interaction, Information Sciences, Vol. 408, 2017, pages 41-69.

  • M.Z. Reformat, P. Musilek, A. Kapoor, Semantic-based Analysis of Rules for Decision Support for Software Maintenance, Oxford Journal of Intelligent Decision and Data Science, Vol. 2016, No. 2, 2016, pages 69-102.

  • P.D. Hossein Zadeh, M.D. Hossein Zadeh, and M.Z. Reformat, Feature-driven Linguistic-based Entity Matching in Linked Data with Application in Pharmacy, April 3, 2015, pages 1-16.

  • M.Z. Reformat and R.R. Yager, Soft Computing Techniques for Querying XBRL Data, Intelligent Systems in Accounting, Finance and Management, Volume 22, Issue 3, July/September 2015, pages 179-199.

  • P. Karczmarek, W. Pedrycz, M. Reformat, and E. Akhoundi, A Study in Facial Regions Saliency: a Fuzzy Measure Approach, Soft Computing, Vol. 18, No. 2, 2014, pages 379-391.

  • P. D. Hossein Zadeh, M. Reformat, Assessment of Semantic Similarity of Concepts Defined in Ontology, Information Sciences, Vol. 250, No. 11, 2013, pages 21-39.

  • M. Bereta, P. Karczmarek, W. Pedrycz, M. Reformat, Local Descriptors in Application to the Aging Problem in Face Recognition, Pattern Recognition, Vol. 46, No. 10, 2013, pages 2634-2646.

  • M. Bereta, W. Pedrycz, M. Reformat, Local Descriptors and Similarity Measures for Frontal Face Recognition: A Comparative Analysis, Journal of Visual Communication and Image Representation, Vol. 24, No. 8, 2013, pages 1213-1231.

  • M. Bereta, W. Pedrycz, M. Reformat, Analysis and design of rank-based classifiers, Expert System Applications, Vol. 40 No. 8, 2013, pages 3256-3265.

  • R.R. Yager, M. Reformat, Looking for Like-minded Individuals in Social Networks using Tagging and Fuzzy Sets, IEEE Transactions on Fuzzy Systems, Vol. 21, No. 4, 2013, pages 672-687.

  • P.D. Hossein Zadeh, M. Reformat, Context-aware Similarity Assessment within Semantic Space Formed in Linked Data, Journal of Ambient Intelligence and Humanized Computing, Vol. 4, No. 4, 2013, pages 515-532.

  • M. Reformat, R.R. Yager, Z. Li, N. Alajlan, Human-inspired Identification of High-level Concepts using OWA and Linguistic Quantifiers, International Journal of Computers, Communications and Control, Vol. 6, No. 3, 2011, pages 473-502.

  • R.R. Yager, M. Reformat, G. Gumrah, Using a Web Personal Evaluation Tool - PET for Lexicographic Multi-criteria Service Selection, Knowledge-Based Systems, Vol. 24, Vol. 7, 2011, pages 929-942.

  • M.Z. Reformat, and R.R. Yager, Tag-based Fuzzy Sets for Criteria Evaluation in On-line Selection Processes, Journal of Ambient Intelligence and Humanized Computing, Vol. 2, No. 1, 2011, pages 35-51.

  • M. Reformat, and S. K. Golmohammadi, Rule- and OWA-based Semantic Similarity for User Profiling, International Journal of Fuzzy Systems, Vol. 12, No. 2, 2010, pages 87-102.

  • Z. Li, and M. Reformat, A Schema for Ontology-based Concept Definition and Identification, International Journal of Computer Applications in Technology, Vol. 38, No. 4, 2010, pages 333-345.

  • R.R. Yager, M. Reformat, G. Gumrah, Web PET: An On-Line Tool for Lexicographically Choosing Purchases by Combining User Preferences and Customer Reviews, IEEE Intelligent Systems, Vol 25, No. 8, 2010, page 76-83.

  • Y.Li, P. Muslek, M. Reformat, Loren Wyard-Scott: Identification of Pleonastic It Using the Web, Journal on Artificial Intelligence Research, Vol. 34, No. 1, January 2009, pages 339-389.

  • M. Reformat, and C. Ly, Ontological Approach to Development of Computing with Words based Systems, International Journal on Approximate Reasoning, Vol. 50, No. 1, January 2009, pages 72-91.

  • M. Reformat, R. Yager, and Z. Li, Ontology Enhanced Concept Hierarchies for Text Identification, Interna- tional Journal on Semantic Web and Information Systems, July-September 2008, pages 16-43.

  • M. Reformat, and R.R. Yager, Building Ensemble Classifiers using Belief Functions and OWA Operators, Soft Computing, Vol. 12, No. 6, April 2008, pages 543-558.

  • G. Jarillo, W. Pedrycz, and M. Reformat, Aggregation of Classifiers Based on Image Transformations in Biometric Face Recognition, Machine Vision and Applications, Vol. 19, No. 2, March 2008, pages 125-140.

  • S. K. Golmohammadi diction of Cell Membrane Protein Types, International Journal of Hybrid Information Technology, Vol. 1, No. 1, January 2008, pages 95-109.

  • R. Rak, L, Kurgan, and M. Reformat, A Tree-projection-based Algorithm for Multi-label Recurrent-item Associative-Classification Rule Generation, Data Knowledge and Engineering, Vol. 64, No. 1, January 2008, pages 171-197.

  • M. Reformat, C. Xinwei, and J. Miller, On the possibilities of (pseudo-) software cloning from external interactions, Soft Computing, Vol. 12, No. 1, August 2007, pages 29-49.

  • P. Li, J. Miller, and M. Reformat, Practical Approach to Testing GUI, Empirical Software Engineering, Vol. 12, No. 4, August 2007, pages 331-357.

  • M. Xiao, M. El-Attar, M. Reformat, and J.Miller, Empirical Studies on Using Optimization Techniques to Generate Test-Data, Empirical Software Engineering, Vol. 12, No. 2, April 2007, pages 183-239.

  • R. Rak, L, Kurgan, and M. Reformat, xGENIA: A comprehensive OWL ontology based on the GENIA corpus, Bioinformation, Vol. 1, No. 9, March 2007, pages 360-362.

  • R. Rak, L, Kurgan,and M. Reformat, Multilabel Associative Classification Categorization of MEDLINE articles into MeSH keywords, IEEE Engineering in Medicine and Biology Magazine, Vol. 26, No. 2,  March-April 2007, pages 47-55.

  • G. Jarillo, W. Pedrycz, M. Reformat, and K.-C. Kwak, Deterioration of Visual Information in Face Classification using Eignefaces and Fisherfaces, Machine Vision and Applications, Vol. 17, No. 1, April 2006, pages 68-82.

  • J.Miller, M. Reformat, and H. Zhang, Automatic Test Data Generation using Genetic Algorithm and Program Dependence Graphs, Information and Software Technology, Vol. 48, 2006, pages 586-605.

  • W. Stach, L. Kurgan, W. Pedrycz, M. Reformat, Genetic Learning of Fuzzy Cognitive Maps, Fuzzy Sets and Systems, Vol. 153, August 2005, pages 371-401.

  • M. Parnaprajna, M. Reformat, and W. Pedrycz, Genetic Algorithms for Hardware-Software Partitioning and Optimal Resource Allocation, Journal of System Architecture, published on-line December 8th, 2006; Vol. 53, No. 7, July 2007, pages 339-354.

  • A. Pedrycz, and M. Reformat, Hierarchical FCM in a Stepwise Discovery of Structures in Data, Journal of Soft Computing, Vol. 10, No. 3, February 2006, pages 244-256.

  • W. Stach, L. Kurgan, W. Pedrycz, and M. Reformat, Learning Fuzzy Cognitive Maps with arbitrary precision using genetic algorithm approach, Electronics Letters, Vol 40, No.24, 25th November 2005, pages 1519-1520.

  • W. Pedrycz, M. Reformat, and K. Li, OR/AND Neurons in the Development of Interpretable Logic Models, IEEE Transactions on Neural Networks, Vol 17, No.3, May 2006, pages 636-658.

  • P. Musilek, A. Lau, M. Reformat, and L. Wyard-Scott, Immune Programming, Information Sciences, Vol. 176, No. 8, 2006, pages 972-1002.

  • M. Reformat, A Fuzzy-based Meta-model System for Reasoning about the Number of Software Defects, International Journal of Intelligent Systems, Vol. 20, No. 11, November 2005, pages 1093-1115.

  • W. Pedrycz, and M. Reformat, Genetically Optimized Logic Models, Fuzzy Sets and Systems, Vol. 50, No. 2, March 2005, pages 351-371.

  • W. Pedrycz, M. Reformat, and C-W. Han, Cascade Architectures of Fuzzy Neural Networks, Fuzzy Optimization and Decision Making, Vol. 3, No. 1, March 2004, pages 5-37.

  • M. Reformat, W. Pedrycz, and N. Pizzi, Building a Software Experience Factory using Granular-based Models, a special issue of Fuzzy Sets and Systems on Computational Intelligence and Software Engineering, Vol. 145, No. 1, July 2004, pages 111-139.

  • W. Pedrycz, and M. Reformat, Evolutionary Fuzzy Modeling, IEEE Transactions on Fuzzy Systems, Vol. 11, No. 5, October 2003, pages 652-665.

  • M. Reformat, W. Pedrycz, and N. Pizzi, Software Quality Analysis with the use of Computational Intelligence, a special issue of Information and Software Technology on Computational Intelligence in Software Engineering, Vol.45, No.7, May 2003, pages 405-418.

  • W. Ziomek, M. Reformat, and E. Kuffel, Application of Genetic Algorithms to Pattern Recognition of Defects in GIS, IEEE Transactions on Dielectrics and Electrical Insulation, Vol.7, 2000, pages 161-168.

  • M. Reformat, E. Kuffel, D. Woodford, and W. Pedrycz, Application of Genetic Algorithms for Control Design in Power Systems, IEE Proceedings - Generation, Transmission and Distribution, Vol.25, No.4, July 1998, pages 345-354.

  • W. Pedrycz, and M. Reformat, Role-Based Models of Multivariable Functions, Fuzzy Sets and Systems, Vol.90, No.3, September 16, 1997, pages 235-254.

  • W. Pedrycz, and M. Reformat, Role-Based Modeling of Nonlinear Relationships, IEEE Transactions on Fuzzy Systems, Vol.5, No.2, May 1997, pages 256-269.


refereed conference papers

  • N.D. To, M.Z. Reformat, Question-Answering System over Knowledge Graphs using Analogical-Problem-Solving Approach, International Conference on Artificial Intelligence and Computational Intelligence, Hanoi, Vietnam, January 14-15, 2022.

  • M.S. Parniani, M.Z. Reformat, Relation Extraction with Sentence Simplification Process and Entity Information, IEEE/WIC/ ACM Web Intelligence Conference 2021, Melbourne, Australia, December 14-17, 2021.

  • N.D. To, M.Z. Reformat, R.R. Yager, Question-Answering System with Linguistic X X Summarization, 2021 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Luxembourg, July 11-14, 2021 (virtual).

  • J. Wong, M.Z. Reformat, E. Parent, E. Lou, Applying artificial intelligence to aid Cobb angle measurement on 3D ultrasound images for children with adolescent idiopathic scoliosis – a preliminary study, eSOSORT 2021, April 2021 (virtual).

  • Y. Kor, L. Ting, M.Z. Reformat, P. Muliek, Predicting Weather-related Power Outages in Distribution Grid, 2020 IEEE Electric Power and Energy Conference (EPEC), Edmonton, November 9-10, 2020 (virtual).

  • N.D. To, M.Z Reformat, Question-Answering System with Linguistic Terms over RDF Knowledge Graphs, IEEE International Conference on Systems, Man, and Cybernetics, Toronto, Canada, October 11-14, 2020.

  • A. Buss, M.Z Reformat, P. Musilek, OLGGA: An On-Line Generation-less Genetic Algorithm, 12th European Symposium on Computational Intelligence and Mathematics, Budapest, Hungary, October 4-7, 2020 (virtual).

  • Y. Kor, M.Z Reformat, P. Musilek, Predicting Weather-related Power Outages in Distribution Grid, IEEE PES General Meeting, Montreal, Canada, August 3-6, 2020 (virtual).

  • N. Rezaei, M.Z Reformat, Image-based World-perceiving Knowledge Graph (WpKG) with Imprecision, IPMU 2020, Lisbon, Portugal, June 12-16, 2020 (virtual).

  • M. Pietrasik, M.Z Reformat, A Simple Method for Inducing Class Taxonomies in Knowledge Graphs, ESWC Conference 2020, Heraklion, Crete, Greece, June 2-4, 2020 (virtual).

  • Z. Yu, X. Fan, M. Pietrasik, M.Z Reformat, Fragmentation Coagulation Based Mixed Membership Stochastic Blockmodel, AAAI Conference 2020, New York, USA, February 7-12, 2020.

  • Z. Yu, M. Pietrasik, M.Z Reformat, Deep Dynamic Mixed Membership Stochastic Blockmodel, IEEE/WIC/ ACM Web Intelligence Conference 2019, Thessaloniki, Greece, October 14-17, 2019.

  • G. D’Aniello, M. Gaeta, M.Z Reformat, F. Troisi, Link Prediction in Signed Social Networks Using Fuzzy Signature, IEEE International Conference on Systems, Man, and Cybernetics (SMC), Bari, Italy, 06-09 October 6-9, 2019.

  • N.D. To, M. Reformat, R.R. Yager, OWA-based Summarization of Data using iPad-drawn Concepts, FUZZ- IEEE International Conference on Fuzzy Systems, New Orleans, USA, June 23-26, 2019.

  • M.Z Reformat, G. D’Aniello, M. Gaeta, Knowledge Graphs, Category Theory and Signatures, IEEE/WIC/ ACM Web Intelligence Conference 2018, Santiago, Chile, December 4-6, 2018.

  • M. Reformat, R.R. Yager, M. RobatJazi, Multi-level Processing of Sensory Data with Evidence Theory, FUZZ-IEEE International Conference on Fuzzy Systems, Rio de Janeiro, Brazil, July 8-13, 2018.

  • M.Z. Reformat, J. Xi Chen, R.R. Yager, Clustering of Propositions Equipped with Uncertainty, Information Processing and Management of Uncertainty, IPMU 2018, Cadiz, Spain, June 11-15, 2018.

  • S. Atakishiyev, M.Z. Reformat, Analysis of Word Embeddings using Fuzzy Clustering, 7th World Conference on Soft Computing, Baku, Azerbaijan, May 29-31, 2018.

  • A. Mattar, M.Z. Reformat, Detecting Anomalous Network Traffic using Evidence Theory, EUSFLAT-2015, Warsaw, Poland, September 11-15, 2017.

  • N.D. To, M.Z. Reformat, R.R. Yager, Linked Open Data: Uncertainty in Equivalence of Properties, EUSFLAT- 2015, Warsaw, Poland, September 11-15, 2017.

  • M.Z. Reformat, R.R. Yager, Composition-based Users’ Matching Processes with Pythagorean Fuzzy Sets, FUZZ-IEEE International Conference on Fuzzy Systems, Naples, Italy, July 9-12, 2017.

  • G. D’Aniello, M. Gaeta, M.Z. Reformat, Collective Perception in Smart Tourism Destinations with Rough Sets, 3rd IEEE International Conference on Cybernetics (CYBCONF), Exeter, UK, June 21-23, 2017.

  • M.Z. Reformat, Knowledge Graphs and Fuzziness: Categorical Approach, 17th World Congress on International Fuzzy Systems Association, IFSA 2017, Otsu, Japan, June 27-30, 2017.

  • A. Garcia-Garcia, M.Z. Reformat, A. Mendez-Vazquez, Similarity-based Method for Reduction of Fuzzy Rules, 35th Annual Conference of the North American Fuzzy Information Processing Society NAFIPS’16, El Paso, USA, October 31-November 4, 2016. Best Paper Award - 1st place.

  • J. Xi Chen, M.Z. Reformat, R. R. Yager, Learning Processes based on Data Sources with Certainty Levels in Linked Open Data, IEEE/WIC/ACM Web Intelligence Conference 2016, Omaha, October 13-16, 2016.

  • G. D’Angiello, A. Gaeta, M. Gaeta, V. Loia, M.Z. Reformat, Application of Granular Computing and Three- way decisions to Analysis of Competing Hypotheses, 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC), Budapest, October 9-12, 2016.

  • M. Panahi Akhavan, M. Robatjazi, M.Z. Reformat, Validation and Implementation of Fuzzy X Models using FML-based Specifications, World Conference on Computational Intelligence, Vancouver, July 24-29, 2016, pages 1088-1095.

  • M.Z. Reformat, R.R. Yager, Linked Opened Data: Conjunctive Information and Participatory Learning Process, X World Conference on Computational Intelligence, Vancouver, July 24-29, 2016, pages 1059-1066.

  • G. D'Aniello, A. Gaeta, M. Gaeta, V. Loia and M.Z. Reformat, Collective Awareness in X Smart City with Fuzzy Cognitive Maps and Fuzzy Sets, World Conference on Computational Intelligence, Vancouver, July 24-29, 2016, pages 1554-1561.

  • M.Z. Reformat, R.R. Yager, J. Xi Chen, Dynamic Analysis of Participatory Learning in Linked Open X Data: Certainty and Adaptation, Information Processing and Management of Uncertainty, IPMU 2016, Eindhoven, June 20-24, 2016, pages 667-677.

  • M. Robatjazi, M.Z. Reformat, W. Pedrycz, P. Musilek, LORI: Linguistically Oriented RDF Interface for X Querying Fuzzy Temporal Data, Flexible Query Answering Systems 2015, Cracow, Poland, October 26-28, 2015, pages 337-352.

  • M.Z. Reformat, T. Put, Constructing Topos from RDF Data, IEEE/WIC/ACM Web Intelligence Conference 2015, X Singapore, December 6-9, 2015, pages 451-456.

  • M. Robatjazi, M.Z. Reformat, W. Pedrycz, P. Musilek, Querying RDF Data with Imprecise Time X Phrases, IEEE/WIC/ACM Web Intelligence Conference 2015, Singapore, December 6-9, 2015, pages 445-450.

  • M.Z. Reformat and R.R. Yager, Participatory Learning in Linked Open Data, 16th IFSA World Congress, June 29 - July 3, 2015.

  • P. Kromer, P. Musilek, J. Rodway, M.Z. Reformat, M. Prauzek, Estimating Harvestable Solar Energy from Atmospheric Pressure using Support Vector Regression, 2015 International Conference on Intelligent Networking and Collaborative Systems (INCoS-2015), Taipei, TAIWAN, September 2-4, 2015, pages 192-199.

  • J. Xi Chen, M.Z. Reformat, Modelling of Experienced-based Data in Linked Data Environment, 6-th International Conference on Intelligent Networking and Collaborative Systems, INCoS-2014, Salerno, Italy, Spetember 10-12, 2014.

  • M.Z. Reformat, C. Ly, P. Musilek, Fuzziness and Ontology in Personalization of Selection Processes in the Semantic Web, The 2014 IEEE/WIC/ACM International Conference on Web Intelligence, Warsaw, Poland, August 11-14, 2014.

  • M.Z. Reformat, R. R. Yager, Suggesting Recommendations using Pythagorean Fuzzy Sets with an Application to Netflix Movie Data, 15th International Conference on Information Processing and Management of Uncertainty in Knowledge-Based Systems, Montpellier, France, July 15-19, 2014.

  • J. Xi Chen, M.Z. Reformat, Learning Categories from Linked Open Data, 15th International Conference on Information Processing and Management of Uncertainty in Knowledge- Based Systems, Montpellier, France, July 15-19, 2014.

  • G. Acampora, M.Z. Reformat, A. Vitiello, Extending FML with Evolving Capabilities through a Scripting Language Approach, 2014 World Congress on Computational Intelligence, Beijing, China, July 6-11, 2014.

  • K. Hassanzadeh, M.Z. Reformat, W. Pedrycz, I. Jamal, J. Berezowski,T2R: System for Converting Textual Documents into RDF Triples, IEEE Web Intelligence/IAT Workshops, Atlanta, United States, November 17-20 2013.

  • C.A. Yaguinuma, M.Z. Reformat, A FML-based Hybrid Reasoner Combining Fuzzy Ontology and Mamdani Inference, 2013 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2013), Hyderabad, India, July 7-10, 2013.

  • C.A. Yaguinuma, W.C.P. Magalhaes Jr., M.T.P. Santos, H.A. Camargo, M.Z. Reformat, HyFOM Reasoner: Hybrid Integration of Fuzzy Ontology and Mamdani Reasoning. 15th International Conference on Enterprise Information Systems - ICEIS 2013, Angers, France, April 4-7, 2013.

  • K. Krishna Mohan, M.Z. Reformat, W. Pedrycz, Interval-based Analysis of BOCR (Benefits, Opportunities, Costs and Risks) Models Evaluated by Multiple Experts, 2013 IFSA-NAFIPS Join Congress, Edmonton, Canada, June 24-28, 2013.

  • M.Z. Reformat, R.R. Yager,Using Tagging in Social Networks to Find Groups of Compatible Users, 2013 IFSA-NAFIPS Join Congress, Edmonton, Canada, Edmonton, Canada, June 24-28, 2013.

  • P.D. Hossein Zadeh, M.Z. Reformat, Fuzzy Semantic Similarity in Linked Data using Wikipedia Infobox, 2013 IFSA-NAFIPS Join Congress, Edmonton, Canada, June 24-28, 2013.

  • M. RobatJazi, M.Z. Reformat, W. Pedrycz, Ontology-based Framework for Reasoning with Fuzzy Temporal Data, IEEE Int. Conf. on Systems, Man, and Cybernetics, Seoul, Republic of Korea, Octobe 14-17, 2012.

  • P. Hossein Zadeh, and M. Reformat, Fuzzy Semantic Similarity in Linked Data using the OWA Operator, 31st NAFIPS Annual Meeting, August 6-8, 2012.

  • K. Krishna Mohan, M. Reformat, and W. Pedrycz, Analytic Hierarchy Process and Granularity: Assessment of Risk Severity on Livestock Wellness, 31st NAFIPS Annual Meeting, August 6-8, 2012.

  • R. R. Yager, and M. Reformat, Determining Affinity of Users in Social Networks using Fuzzy Sets, 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems – IPMU 2012, July 9-13, 2012.

  • M. Reformat, and P. Hossein Zadeh, Assimilation of Information in RDF-based Knowledge Base, 14th International Conference on Information Processing and Management of Uncertainty in Knowledge-based Systems – IPMU 2012, July 9-13, 2012.

  • K. Li, M. Reformat, W. Pedrycz, and Jinfeng Yu, Feature-based Similarity Assessment in Ontology using Fuzzy Set Theory, 24th International Conference on Software Engineering and Knowledge Engineering Confer- ence – SEKE 2012, July 1-3 2012.

  • P. Hossein Zadeh, and M. Reformat, Feature-based Similarity Assessment in Ontology using Fuzzy Set Theory, 2012 World Conference on Computational Intelligence, June 11-15, 2012.

  • M.Z. Reformat, and S. Patel, Criteria of Human Software Evaluation: Feature Selection Approach, 23rd International Conference on Software Engineering and Knowledge Engineering Conference – SEKE 2011, Miami, FL, July 7-9, 2011. Best Paper Award - 1st place.

  • R.R. Yager and M.Z. Reformat, and G. Gumrah, Fuzziness, OWA and Linguistic Quantifiers for Web Selection Processes, 2011 IEEE International Conference on Fuzzy Sets – FUZZ-IEEE, Taipei, Taiwan, June 27-30, 2011.

  • P.D. Hossein Zadeh and M.Z. Reformat, Learning Mechanisms and Uncertainty: Necessity or Trend?, 2011 World Conference on Soft Computing, San Francisco, CA, May 23-26, 2011.

  • R.R. Yager and M.Z. Reformat, Using Fuzzy Sets to Model Information Provided by Social Tagging, 2010 IEEE World Congress on Computational Intelligence, Barcelona, Spain, July 18-23, 2010.

  • Z. Li, M.Z. Reformat and R.R. Yager, Importance and ontology-based enhancement of concepts in struc- tured queries, Proceedings of the Minisymposium on Towards Language Natural Based Data/Text Mining and Summarization via Soft Approaches at the SIAM Conference on Data Mining (SDM10), Columbus, Ohio, April 2010, pages 41-53.

  • M. Reformat and S.K. Golmohammadi, Updating User Profile using Ontology-based Semantic Similarity, IEEE International Conference on Fuzzy Systems, FUZZ-IEEE09, Jeju Island, Korea, August 20-24 2009.

  • Z. Li, R.R. Yager and M. Reformat, Identification of Web Information using Concept Hierarchies and On- line Updates of Concept Importance, 2009 International Fuzzy Association Society (IFSA) World Congress, Lisbon, Portugal, July 20-24 2009.

  • S.K. Golmohammadi, M. Reformat, and W. Pedrycz, Fuzziness in the Semantic Web: Survey and Future Directions, 20th International Conference on Software Engineering and Knowledge Engineering, SEKE'08, San Francisco, USA, July 1-3 2008.

  • M. Reformat, A. Pedrycz, and J. Szymanski, Intelligent Data Analysis of Operational Conditions of Earth Moving Machinery, 16th International Symposium on Mine Planning and Equipment Selection, MPES 2007, Bangkok, Thailand, December 11-13, 2007.

  • S.K. Golmohammadi, L. Kurgan, B. Crowley, and M. Reformat, Classification of Cell Membrane Proteins, Proceedings of the Frontiers in the Convergence of Bioscience and Information Technologies- FBIT 2007, Jeju Island, Korea, October 11-13, 2007.

  • Z. Li, and M. Reformat, A practical method for the software fault-prediction, 2007 IEEE International Conference on Information Reuse and Integration (IRI), Las Vegas, USA, August 13-15, 2007.

  • M. Reformat , Mathematical Framework for Generalization and Instantiation of Knowledge, 2nd International Conference on Software and Data Technologies, Barcelona, Spain, July 22-25, 2007.

  • M. Reformat , A. Kappor, and N. Pizzi, Software Maintenance: Similarity and Inclusion of Rules in Knowledge Discovery, 18th IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Washington D.C., November 13-15, 2006.

  • M. Reformat , and C. Ly, Ontology-enhanced Computing with Words, 25th NAFIPS International Conference, Montreal, Canada, June 3-6, 2006.

  • M. Reformat , Protoforms and Category Theory, 25th NAFIPS International Conference, Montreal, Canada, June 3-6, 2006.

  • R. Rak, L, Kurgan,and M. Reformat, Multi-label Associative Classification of Medical Documents from MEDLINE , 4th International Conference on Machine Learning and Applications, ICMLA, Los Angeles, USA, December 15-17, 2005.

  • P. Musilek, M. Reformat, Y. Li, and C. Ly, Fuzzy Reasoning with Ontology: Towards Truly Automatic Semantic Web Service Consumption, Int. Workshop on Rough Sets and Soft Computing in Intelligent Agent and Web Technologies, Paris, France, September 19, 2005.

  • M. Reformat , and E. Igbide, Isolation of Software Defects: Extracting Knowledge with Confidence, 2005 IEEE International Conference on Information Reuse and Integration (IRI), Las Vegas, USA, August 15-17, 2005.

  • A. Pedrycz, and M. Reformat, A Hierarchy of FCM-Generated Clusters, 11th International Fuzzy Systems Association World Congress (IFSA 2005), Beijing, China, July 28-31, 2005.

  • W. Stach, L. Kurgan, W. Pedrycz, and M. Reformat, Evolutionary Development of Fuzzy Cognitive Map, FUZZIEEE 2005: IEEE International Conference on Fuzzy Systems, Reno (Nevada), USA, May 22-25, 2005.

  • M. Reformat , M. Musilek, V. Wu, and N. Pizzi, Human Perception of Software Complexity: Knowledge Discovery from Software Data, 16th IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Boca Raton, Florida, November 15-17, 2004.

  • R. Li, and M. Reformat, Collaborative Ontology Enterprise Planning, 11th ISPE International Conference on Concurrent Engineering, Beijing, China, July 26-30, 2004.

  • M. Reformat , R. Li, and C. Ly, Approximate Reasoning and Semantic Web Services, 23rd NAFIPS International Conference "Fuzzy Sets in The Hearth of The Canadian Rockies", Banff, Canada, June 27-30, 2004.

  • W. Stach, L. Kurgan, W. Pedrycz, and M. Reformat, Parallel Fuzzy Cognitive Maps as a Tool for Modeling Software Development Projects, 23rd NAFIPS International Conference "Fuzzy Sets in The Hearth of The Canadian Rockies", Banff, Canada, June 27-30, 2004.

  • M. Parnaprajna, M. Reformat, and W. Pedrycz, Genetic Algorithms in Hardware-Software Partitioning, 2004 International Conference on Engineering of Reconfigurable Systems and Algorithms, Las Vegas, Nevada, June 21-24, 2004.

  • M. Reformat , X. Chai, and J. Miller, Experiments in automatic programming for general purposes, 15th IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Sacramento, California, November 3-5, 2003.

  • M. Reformat , and V. Wu, Analysis of Software Maintenance Data Using Multi-Technique Approach, 15th IEEE International Conference on Tools with Artificial Intelligence (ICTAI), Sacramento, California, November 3-5, 2003.

  • G. Karnik, M. Reformat, and W. Pedrycz, Autonomous Genetic Machine, Canadian Conference of Electrical and Computer Engineering 2002, Winnipeg, Canada, May 12-15, 2002.

  • W. Pedrycz, and M. Reformat, Evolutionary Optimization of Logic-Oriented Systems, Genetic and Evolutionary Computation Conference GECCO 2001, San Francisco, California, July 7-11, 2001.

  • W. Pedrycz, G. Succi, M. Reformat, P. Musilek, and X. Bai, Self-organizing Maps as a Tool for Software Analysis, Canadian Conference of Electrical and Computer Engineering 2001, Toronto, Canada, May 12-15, 2001.

  • W. Pedrycz, G. Succi, M. Reformat, P. Musilek, and X. Bai, Expressing Similarity in Software Engineering, in the Proceedings of the 2nd International Workshop on Soft Computing Applied to Software Engineering, Enschede, The Netherlands, February 8-9, 2001.

  • P. Musilek, W. Pedrycz, G. Succi, M. Reformat, and N. Sun, Interactive Simulation of a Fuzzy Model for Software Cost Estimation, in the Proceedings of the 2001 International Conference on Simulation and Multimedia in Engineering Education, Phoenix, Arizona, January 7-11, 2001.


previous work

  • A.Gole, M.Reformat Topology and Control of STATCOM Devices in Power System, Seminar on Power Electronics Applications to Power Systems, Bangalore, India, August 26-27, 1999.

  • D.Woodford, Wang,X., M.Reformat and A.Gole, Enhancement of Power System Stability with Synchronous DC Link, CIGRE Symposia Power System Issues in Rapidly Industrialising Countries, Kuala Lumpur, Malaysia, September 20-24, 1999.

  • K.Wilkosz, M.Sobierajski, W.T.Kwasnicki and M.Reformat, Comparative Analysis of Field and Simulation Experiments on an Asynchronous Motor, Proceedings of International Conference on Power Systems Transients IPST99, Budapest, Hungary, June 20-24, 1999, pp.271-276

  • M.Reformat, D.Woodford, R.Wachal and N.J.Tarko, Non-linear Load Modeling for Simulations in Time Domain, Proceedings of 8th International Conference on Harmonics and Quality of Power, , Athens, Greece, October 14-16, 1998, pp.506-510.

  • M.Reformat, E.Kuffel, D.Woodford, W.Pedrycz, Genetic Algorithms in Optimal Control Design of Complex Systems: Power System Application, in Proceedings of `International Workshop on Soft Computing in Industry '96', Muroran, Hokkaido, Japan, April 27-28, 1996, pp.178-184.

  • T.Kokowski, M.Reformat, M.Stroinski, Management of Computer and Telecommunication Networks Using ISO Standards, National Telecommunication Symposium, Bydgoszcz, Poland, September 1992 (in Polish).

  • T.Kokowski, M.Reformat, M.Stroinski, W.Wieczerzycki, Application of Object Oriented Data Bases for Computer and Telecommunication Networks Management, National Telecommunication Symposium, Bydgoszcz, Poland, September 1992 (in Polish).

  • T.Kokowski, M.Reformat, M.Stroinski, Performance of NetBIOS Implementations, Proceedings of "Computer Networks '91" Conference, Wroclaw, Poland, June 1991.

  • T.Kokowski, M.Reformat, M.Stroinski, Token Ring as Medium for MAP/TOP Networks, Proceedings of International Seminar on Measurement Systems and Networks, Gliwice, Poland, November 1990.

  • J.Berg, M.Reformat, Development of a Transmission Line Model for Power Transformer Windings to Simulate Voltage Distribution Using EMTDC, HVDC Research Center report, project no. E4.180, December 1994.

  • M.Stroinski, M.Reformat, Novell Approach to Design of Management Applications in OSI-based Management Environment, report no. R-92/55, Institute of Computing Science, Technical University of Poznan, Poland 1992.

  • M.Reformat, M.Stroinski, Management of Heterogeneous Systems in Computer Networks, presentation on `Workshop on Object-Oriented and Heterogeneous Systems', Gissen, Germany, April 1992; also report no. R-92/54, Institute of Computing Science, Technical University of Poznan, Poland 1992.

  • T.Kokowski, M.Reformat, Object-oriented Specification and Implementation of Management Information Base for a Computer Network, presentation on `Workshop on Object-Oriented and Heterogeneous Systems', Gissen, Germany, April 1992; also report no. R-92/57, Institute of Computing Science, Technical University of Poznan, Poland 1992.

  • T.Kokowski, M.Reformat, M.Stroinski, Systems Management Functions in ISO/OSI Reference Model, report no. R-91/26a, Institute of Computing Science, Technical University of Poznan, Poland, December 1991 (in Polish).

  • W.Cellary, T.Kokowski, M.Reformat, M.Stroinski, Application of Object Oriented Data Bases for Computer Networks Management, report no. R-91/25, Institute of Computing Science, Technical University of Poznan, Poland, November 1991 (in Polish).

  • T.Kokowski, M.Reformat, M.Stroinski , Measurement Tool for Performance Evaluation of LAN Services, report no. R-91/2, Institute of Computing Science, Technical University of Poznan, Poland, 1991 (in Polish).

  • T.Kokowski, M.Reformat, M.Stroinski, Performance Comparison of NetBIOS Implementations, report no. R-91/1, Institute of Computing Science, Technical University of Poznan, Poland, November 1991 (in Polish).

  • T.Kokowski, M.Reformat, M.Stroinski, Network Management and Design of Network Applications Using Network Analyzer, 'Informatyka' Magazine, December 1991 (in Polish).

  • M.Reformat, T.Kokowski, M.Stroinski, Internetworking in Local Area Networks, 'Informatyka' Magazine, November 1991 (in Polish).

  • M.Stroinski, T.Kokowski, M.Reformat, Hardware and Software - Design of Local Area Networks, 'Informatyka' Magazine, October 1991 (in Polish).