Publications (selected)

 

Books

  • Homenda W., Pedrycz W., Automata Theory and Formal Languages, De Gruyter, pp. 1-231, 2022
  • Homenda W., Pedrycz W., Pattern Recognition: A Quality of Data Perspective, John Wiley & Sons, pp. 1-296, 2018
  • Homenda W., Algorytmy, złożoność obliczeniowa, granice obliczalności, Centrum Studiów Zaawansowanych Politechniki Warszawskiej, 2009
  • Homenda W., Zastosowanie inteligentnych metod obliczeniowych do przetwarzania informacji muzycznych, Akademicka Oficyna Wydawnicza EXIT, seria: Badania systemowe, tom 56, 2007
  • Homenda W., Elementy lingwistyki matematycznej i teorii automatów, Oficyna Wydawnicza Politechniki Warszawskiej, 2005

 

Papers

  • C. Ouyang, F. Yang, F. Yu, W. Pedrycz, W. Homenda, J. Chang, Q. He. Constructing Spatial Relationship and Temporal Relationship Oriented Composite Fuzzy Cognitive Maps for Multivariate Time Series Forecasting. IEEE Transactions on Fuzzy Systems", vol. 32(8) (2024), pp. 4338—4351. ISSN 0925-2312 DOI: 10.1109/TFUZZ.2024.3395833
  • W. Homenda, A. Jastrzębska, W. Pedrycz , M. Wrzesień. Time series classification with their image representation. Neurocomputing 2024, 573; 127214. ISSN 0925-2312 https://doi.org/10.1016/j.neucom.2023.127214
  • Jastrzebska A., Napoles G., Wang Y., Homenda W., Vanhoof K., Fuzzy Cognitive Map-Driven Comprehensive Time-Series Classification, IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2021.3133597, Publication Date: FEBRUARY 2023, Volume: 53, Issue: 2, On Page(s): 1348-1359, Print ISSN: 2168-2267, Online ISSN: 2168-2275
  • Wang Y., Yu F., Homenda W., Pedrycz W., Jastrzebska A., Wang X., Training Novel Adaptive Fuzzy Cognitive Map by Knowledge-guidance Learning Mechanism for Large-scale Time Series Forecasting, IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2021.3132704, VOL. 53, NO. 7, JULY 2023
  • Wang Y., Yu F., Homenda W., Pedrycz W., Tang Y., Jastrzebska A., Li F., The Trend-Fuzzy-Granulation-Based Adaptive Fuzzy Cognitive Map for Long-term Time Series Forecasting, IEEE Transactions on Fuzzy Systems, December 2022, Volume: 30, Issue: 12, pp. 5166-5180, ISSN: 1063-6706, DOI: 10.1109/TFUZZ.2022.3169624
  • Homenda W., Jastrzebska A., Time Series Classification using Fuzzy Cognitive Maps, IEEE Transactions on Fuzzy Systems, Volume: 28, No. 7, pp. 1383-1394, July 2020, Digital Object Identifier 10.1109/TFUZZ.2019.2917126
  • Jastrzębska A., Homenda W., Pedrycz W. Yu F., Combining Classifiers for Foreign Pattern Rejection, Journal of Artificial Intelligence and Soft Computing Research, 2020, Vol. 10, No. 2, pp. 75 – 94, 10.2478/jaiscr-2020-0006
  • Napoles G., Jastrzebska A., Mosquera C., Vanhoof K., Homenda W., Deterministic learning of hybrid Fuzzy Cognitive Maps and network reduction approaches, Neural Networks, Volume: 124, pp. 258-268, 2020, Digital Object Identifier 10.1016/j.neunet.2020.01.019
  • Homenda W., Jastrzebska A., Pedrycz W., Unsupervised Mode of Rejection of Foreign Patterns, Applied Soft Computing 57 (2017) 615–626
  • Homenda W., Jastrzębska A., Clustering techniques for Fuzzy Cognitive Map design for time series modeling, Neurocomputing, Volume 232, pp. 3–15, 2017
  • Homenda W., Jastrzębska A., Pedrycz W., Multicriteria decision making inspired by human cognitive processes, Applied Mathematics and Computation, Volume 290, 1 November 2016, pp. 392–411
  • Homenda W., Jastrzębska A., Pedrycz W., Design of Fuzzy Cognitive Maps for Modeling Time Series, IEEE Transactions on Fuzzy Systems, Volume: 24, No. 1, pp. 120-130, February 2016
  • Homenda W., Jastrzębska A., Pedrycz W., Fuzzy Cognitive Map Reconstruction: Dynamics versus History, Applied Mathematics & Information Sciences, An International Journal, Volume 10, No. 1 (Jan. 2016), pp: 93-105
  • Homenda W., Pedrycz W., Automatic data understanding: the tool for intelligent man-machine communication, Applied Mathematics & Information Sciences, An International Journal, Volume 10, No. 1 (Jan. 2016), pp: 49-61
  • Pedrycz W., Homenda W. From Fuzzy Cognitive Maps to Granular Cognitive Maps, IEEE Transactions on Fuzzy Systems, Volume: 22, Issue: 4, Pages: 859-869, 2014, DOI: 10.1109/TFUZZ.2013.2277730
  • Pedrycz W., Homenda W., Building the fundamentals of granular computing: A principle of justifiable granularity, Applied Soft Computing 13 (2013) 4209–4218

 

Reviewed Papers in Proceedings of International Conferences

  • R. Sumara, W. Homenda, and W. Pedrycz. ARFIMA for Feature-Based Time Series Classification (2024). PACIS 2024 Proceedings. 2. https://aisel.aisnet.org/pacis2024/track03_ba/track03_ba/2
  • R. Sumara, W. Homenda, W. Pedrycz, and F. Yu. A Dictionary-Based with Stacked Ensemble Learning to Time Series Classification. L. Franco et al. (Eds.): ICCS 2024, LNCS 14834, pp. 120–128, 2024, 24th International Conference on Computational Science, 2-4 July 2024, Málaga, Spain, https://doi.org/10.1007/978-3-031-63759-9_15
  • P. Wesołowski, K. Walasek, W. Homenda, C. Ouyang and F. Yu, "Time Series Classification Based on Fuzzy Cognitive Maps and Multi-Class Decomposition with Ensembling," 2023 IEEE International Conference on Fuzzy Systems (FUZZ), Incheon, Korea, Republic of, 2023, pp. 1-8, doi: 10.1109/FUZZ52849.2023.10309705
  • Z. Matusiewicz and W. Homenda, "Operations on Balanced Fuzzy Sets," 2023 IEEE International Conference on Fuzzy Systems (FUZZ), Incheon, Korea, Republic of, 2023, pp. 1-6, doi: 10.1109/FUZZ52849.2023.10309700
  • Jastrzebska, A. & Homenda, W. (2022). Supervised Identification of Writer's Native Language Based on Their English Word Usage. In R. A. Buchmann, G. C. Silaghi, D. Bufnea, V. Niculescu, G. Czibula, C. Barry, M. Lang, H. Linger, & C. Schneider (Eds.), Information Systems Development: Artificial Intelligence for Information Systems Development and Operations (ISD2022 Proceedings). Cluj-Napoca, Romania
  • Homenda, W., Jastrzebska, A., & Wrzesien, M. (2022). Time Series Classification Using Images. In R. A. Buchmann, G. C. Silaghi, D. Bufnea, V. Niculescu, G. Czibula, C. Barry, M. Lang, H. Linger, & C. Schneider (Eds.), Information Systems Development: Artificial Intelligence for Information Systems Development and Operations (ISD2022 Proceedings). Cluj-Napoca, Romania
  • Wrzesień M., Wrzesień M., Homenda, (2022). Time Series Processing with Cognitive Maps. The Case of General Forecast Modeling for Time Series of Similar Nature In: IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Padua, Italy, 18-23 July 2022
  • Matusiewicz Z., Homenda W., (2022) Balanced Relations Equations in IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Padua, Italy, 18-23 July 2022
  • Jastrzebska A., Homenda W., Pedrycz W., ARIMA Feature-Based Approach to Time Series Classification, D. Groen et al. (Eds.): ICCS 2022, LNCS 13351, pp. 192–199, 2022, Springer Nature Switzerland AG, https://doi.org/10.1007/978-3-031-08754-7_26
  • Jastrzebska A., Homenda W., Text-Based Delay Prediction in a Public Transport Monitoring System, ACM SIGSPATIAL 2021, November 2-5, 2021, Beijing, China, https://doi.org/10.1145/3474717.3483630
  • Homenda W., Jastrzebska A., Pedrycz W., Yu F., Wang Y., Multicriteria Decision Making: Scale, Polarity, Symmetry, Interpretability, 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 19-24 July 2020, Glasgow, United Kingdom
  • Pedrycz W., Homenda W., Jastrzebska A., Yu F., Information Granules and Granular Models: Selected Design Investigations, 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), 19-24 July 2020, Glasgow, United Kingdom
  • Wang Y., Yu F., Homenda W., Jastrzebska A., Wang X., A New Adaptive Fuzzy Cognitive Map-Based Forecasting Model for Time Series, the 14th International Conference on Intelligent Systems and Knowledge Engineering (ISKE 2019), November 14-16, 2019, Dalian, China, 978-1-7281-2348-6/19/$31.00 ©2019 IEEE
  • Homenda W. and Jastrzębska A., Foreign Patterns Rejection using Clustering and Classification, Proceedings of the IIAI International Congress on Advanced Applied Informatics 2017 (IIAI AAI 2017), Matsuo T. et al. (Eds.), 4 pages, 9 - 13 July 2017, Hamamatsu, Japan
  • Homenda W. and Jastrzebska A. Global, Local and Embedded Architectures for Multiclass Classification with Foreign Elements Rejection: an Overview, Proceedings of the Seventh International Conference of Soft Computing and Pattern Recognition (SoCPaR 2015), pp. 89-94, Fukuoka, Japan, November 13­15, 2015, IEEE Catalog Number: CFP1539I-ART
  • Homenda W. and Jastrzebska A. and Rybnik M., Dealing with Contaminated Datasets: an Approach to Classifier Training, the 13th International Conference of Numerical Analysis and Applied Mathematics ICNAAM 2015, AIP Conference Proceedings 1738 , 180005-1-4 (2016); doi: 10.1063/1.4951952, Published by the AIP Publishing
  • Ciecierski J., Dybisz B., Homenda W. and Jastrzebska A., Clustering as a Tool of Reinforced Rejecting in Pattern Recognition Problem, the 13th International Conference of Numerical Analysis and Applied Mathematics, ICNAAM 2015, AIP Conference Proceedings 1738 , pp. 180004-1-4 (2016); doi: 10.1063/1.4951951, Published by the AIP Publishing
  • Homenda W., Jastrzebska A. and Pedrycz W., Rejecting Foreign Elements in Pattern Recognition Problem: Reinforced Training of Rejection Level, Proceedings of the ICAART 2015, 7th International Conference on Agents and Artificial Intelligence, pp. 90-99, 2015 SciTePress – Science and Technology Publications, ISBN: 978-989-758-073-4, Lisbon, Portugal, January 10 - 12, 2015
  • Homenda W., Jastrzebska A. and Pedrycz W., Time Series Modelling with Fuzzy Cognitive Maps: Study on an Alternative Concept’s Representation Method, Proceedings of the ICAART 2014, 7th International Conference on Agents and Artificial Intelligence, pp. 406-413, 2015 SciTePress – Science and Technology Publications, ISBN: 978-989-758-073-4, Lisbon, Portugal, January 10 - 12, 2015
  • Homenda W., Luckner M., Pattern Recognition with Rejection: Application to Handwritten Digits, Proceedings of the 4th World Congress on Information and Communication Technologies (WICT 2014), IEEE Catalog Number: CFP1468R-ART, ISBN: 978-1-4799-8115-1, pp. 326-331, Malacca, Malaysia, December 08-11, 2014
  • Homenda W., Jastrzebska A., Pedrycz W., Piliszek R., Classification with a Limited Space of Features: Improving Quality by Rejecting Misclassifications, Proceedings of the 4th World Congress on Information and Communication Technologies (WICT 2014), IEEE Catalog Number: CFP1468R-ART, ISBN: 978-1-4799-8115-1, pp. 164-169, Malacca, Malaysia, December 08-11, 2014
  • Homenda W., Jastrzebska A., Pedrycz W., On Interpretation of Fuzzy Cognitive Maps Trained to Model Time Series, Proceedings of the 4th World Congress on Information and Communication Technologies (WICT 2014), IEEE Catalog Number: CFP1468R-ART, ISBN: 978-1-4799-8115-1, pp. 152-157, Malacca, Malaysia, December 08-11, 2014
  • Homenda W., Jastrzebska A., Rybnik M., Automatic Harmonization Model using Expert System with Fuzzy Knowledge and Supervised Learning, Proceedings of the 12th International Conference of Numerical Analysis and Applied Mathematics, ICNAAM 2014, 22-28 September 2014, Rhodes, Greece
  • Homenda W., Jastrzebska A. and Pedrycz W., Fuzzy Cognitive Map Reconstruction Dynamics versus History, Proceedings of the 12th International Conference of Numerical Analysis and Applied Mathematics, ICNAAM 2014, September 22-28, 2014, Rhodes, Greece
  • Homenda W. and Lesiński W., Imbalanced Pattern Recognition: Concepts and Evaluations, Proceedings of the WCCI 2014 IEEE World Congress on Computational Intelligence, pp. 3488-3495, July, 6-11, 2014 - Beijing, China, Proceedings of the 2014 International Joint Conference on Neural Networks (IJCNN), July 6-11, 2014, Beijing, China, pp. 3488-3495, 978-1-4799-5/14/$31.00 @2014 IEEE
  • Homenda W. and Jastrzebska A., Similarities in Structured Spaces of Sets, Proceedings of the WCCI 2014 IEEE World Congress on Computational Intelligence, pp. 1697-1704, July, 6-11, 2014 - Beijing, China
  • Homenda W., Jastrzebska A. and Pedrycz W., Granular Cognitive Map Reconstruction - Adjusting Granularity Parameters, Proceedings of the 16th International Conference on Enterprise Information Systems, vol. 2., pp. 175-184, 2014 SciTePress – Science and Technology Publications, ISBN: 978-989-758-028-4, Lisbon, Portugal, 27 - 30 April, 2014

 

Chapters in Edited Volumes

  • Homenda W., Luckner M., Pedrycz W., Classification with rejection: concepts and formal evaluations, A.M.J. Skulimowski and J. Kacprzyk (eds.), Knowledge, Information and Creativity Support Systems: Recent Trends, Advances and Solutions, Advances in Intelligent Systems and Computing 364, pp. 413-425, 2016
  • Homenda W., Jastrzebska A., Complementarity 
and Similarity of Complementary Structures in Spaces of Features and Concepts, A.M.J. Skulimowski and J. Kacprzyk (eds.), Knowledge, Information and Creativity Support Systems: Recent Trends, Advances and Solutions, Advances in Intelligent Systems and Computing 364, pp. 427-439, 2016
  • Homenda W., Jastrzebska A. and Pedrycz W., Nodes Selection Criteria for Fuzzy Cognitive Maps Designed to Model Time Series, D. Filev at al. (eds.), pp. 859-870, Intelligent Systems 2014, Springer 2015
  • Homenda W., Pedrycz W., Linguistic Approach to Granular Cognitive Maps: User’s Tool for Knowledge Accessing and Processing, P. Angelov at al. (eds.), pp. 205-216, Intelligent Systems 2014, Springer 2015
  • Homenda W., Rybnik M., Knowledge-Driven Syntactic Structuring: The Case of Multidimensional Space of Music Information, S.W. Liddle et al. (Eds.): DEXA 2012, Part I, Lecture Notes in Computer Science, LNCS 7446, pp. 438–452, Springer-Verlag Berlin Heidelberg, 2012
  • Homenda W., Rybnik M., Tuning of a Knowledge-driven Harmonization Model for Tonal Music, Lecture Notes in Computer Science (LNCS), Vol. 7564, CISIM 2012, pp. 326–337, Venice, Italy, 2012
  • Homenda W., Jastrzębska A., Modeling Consumer Decision Making Process with Triangular Norms, Lecture Notes in Computer Science (LNCS), Vol. 7564, CISIM 2012, pp. 382-394, Venice, Italy, 2012
  • Homenda W., Pedrycz W., Finite Automata with Imperfect Information as Classification Tools, Lecture Notes in Artificial Intelligence (LNAI), Vol. 7653, N.-T. Nguyen et al. (Eds.), ICCCI 2012, pp. 465–474, 2012
  • Homenda W., Jastrzębska A., On structuring of the space of needs in the framework of fuzzy sets theory, Lecture Notes in Artificial Intelligence (LNAI), Vol. 7653, N.-T. Nguyen et al. (Eds.), ICCCI 2012, pp. 156–165, 2012
  • Homenda W., Automatic data understanding: a necessity of intelligent communication, Lecture Notes In Artificial Intelligence, LNAI 6114, pp. 476-483, Springer, 2010
  • Homenda W., Decision Making In Voting Games: An Insight into Theory and Practice, Lecture Notes In Artificial Intelligence, LNAI 5861, pp. 60-71, Springer, 2009
  • Homenda W., Pedrycz W., Balanced Fuzzy Gates, Lecture Notes in Artificial Intelligence, LNAI 4259, pp. 107–116, Springer-Verlag Berlin Heidelberg, 2006