Welcome to my www page

I'm an assistant professor in the Department of Information Systems at Faculty of Business Administration at Gdynia Maritime University.

Address:

Morska 83, 81-225 Gdynia, Poland
building F, room no. 106

Education

• 2012 - D.Sc. (habilitation) in Computer Science; Faculty of Computer Science and Management at Wrocław University of Technology
• 2004 - Ph.D. in Computer Science; Faculty of Computing Science and Management at Poznań University of Technology
• 1997 - M.Sc. in Electronics and Comunication; Faculty of Electrical Engineering at Gdynia Maritime University
• 1996 - B.Sc. in Electronics and Comunication; Faculty of Electrical Engineering at Gdynia Maritime University

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Research interests

• artificial intelligence
• machine learning - neural networks; supervised and unsupervised learning
• evolutionary computations - genetic algorithms; evolutionary algorithms; optimisation
• data mining - method for classification, clustering, association rules mining; instance selection; feature selection; prototype discovery
• knowledge discovery in databases (KDD), distributed knowledge discovery in databases (DKDD)
• multi-agent systems and multi-agent data mining - cooperaive learning, cooperative learning in DKDD, distributed agent-based systems

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Activity

1. Research projects
   • KBN N519 318835, 2008-2010 - Classification Algorithms for the distributed environment (project manager and project leader)
   • KBN 3T11C05928, 2005-2007 - System inteligentnych agentów programowych do rozwiązywania trudnych problemów optymalizacyjnych (in Polish, participant)
   • KBN 8T11F02019, 2003-2004 - Algorytmy uczenia populacji oraz budowa środowiska programowego do sekwencyjnego i równoległego ich wykorzystania (in Polish, participant)
   • KBN 8T11C02012, 1997-1999 - Algorytmy szeregowania programów tolerujących błędy oraz ocena efektywności tych algorytmów na podstawie eksperymentów obliczeniowych (in Polish, participant)
   • 874/BW/GU/2008 - Learning classifiers models and their evaluation (in Polish)
   • 738/BW/GU/2007 - Multi-objective selection of reference vectors (in Polish)
   • 613/BW/GU/2006 - Data reduction algorithms for knowledge discovery in databases(in Polish)
   • 501/BW/GU/2005 - Data reduction methods in data mining (in Polish)
   • 407/BW/GU/2004 - Application of the population learning algorithm to training artificial neural network (in Polish)
   • 2003-2004 - Prediction of product quality in glass manufacturing process - Eunite Competition
   • 339/BW/GU/2003 - Data reduction algorithms for supervised learning (in Polish)
   • 271/BW/GU/2002 - Application of the population learning algorithm to training artificial neural network (in Polish)
   • 2002 - Modelling the Bank's Client behaviour using intelligent technologies - Eunite Competition
2. Membership in scientific committees of conferences and reviewier
   • Federated Conference on Computer Science and Information Systems (FedCSIS 2012), Workshop on Agent Based Computing: from Model to Implementation IX (ABC:MI) Wrocław, Poland, 9 - 12 September, 2012
   • Federated Conference on Computer Science and Information Systems (FedCSIS 2012), 7th International Symposium Advances in Artificial Intelligence and Applications (AAIA'12) Wrocław, Poland, 9 - 12 September, 2012
   • 4th Asian Conference on Intelligent Information and Database Systems (ACIIDS 2012), Kaohsiung, Taiwan, 19-21 March 2012
   • Special Session on Multiple Model Approach to Machine Learning at the 4th Asian Conference on Intelligent Information and Database Systems (ACIIDS 2012), Kaohsiung, Taiwan, 19-21 March 2012
   • Polish-Taiwanese Workshop on Semantic Methods for Knowledge Discovery and Communication , Gdynia, Poland, 21-23 September 2011
   • AI-2011: Thirty-first SGAI International Conference on Artificial Intelligence, December 13-15, 2011, Cambridge, UK
   • The 5th International Conference on Knowledge Science, Engineering & Management (KSEM 2011), December 12-14, 2011, University of California, Irvine, USA
   • ABC:MI 2011 - Workshop on Agent Based Computing: from Model to Implementation VIII (ABC:MI), Szczecin, Poland, 19-21 September 2011
   • The 3rd International Conference on Computational Collective Intelligence - Technologies and Applications - ICCCI 2011, Gdynia, Poland, 21-23 September 2011
   • The 5th KES International Symposium on Agent and Multi-Agent Systems: Technologies and Applications, KES AMSTA 2011, Manchester, UK, 29 June - 1 July 2011
   • The 3rd Asian Conference on Intelligent Information and Database Systems, 20 - 22 April 2011, Daegu, Korea
   • The 4th International Conference on Knowledge Science, Engineering & Management (KSEM 2010), 1-3 September 2010, Belfast, Northern Ireland, UK
   • The 10th International Conference on Artificial Intelligence and Soft Computing (ICAISC 2010), June 13-17, 2010, Zakopane, Poland
   • The 2nd International Conference on Computational Collective Intelligence - Technologies and Applications (ICCCI 2010), 10-12 November 2010, Kaohsiung, Taiwan
   • Workshop on Agent Based Computing: from Model to Implementation VII (ABC:MI'10) at the International Multiconference on Computer Science and Information Technology, 18-20 October 2010, Wisła, Poland
   • MOT 2010: Special Session on Modeling and Optimization Techniques in Information Systems, Database Systems and Industrial Systems at the 2nd Asian Conference on Intelligent Information and Database Systems, 24 - 26 March 2010, Hue City, Vietnam
   • The Twenty-ninth SGAI International Conference on Artificial Intelligence, AI 2009, Cambridge, UK
   • The 1st International Conference on Computational Collective Intelligence Semantic Web, Social Networks and Multiagent Systems, ICCCI'09, 5-7 October, 2009 Wroclaw
   • The 3rd KES International Symposium on Agent and Multi-Agent Systems: Technologies and Applications, KES AMSTA 2009, Sweden
   • The Twenty-eighth SGAI International Conference on Artificial Intelligence, AI 2008, Cambridge, UK
   • The 2nd KES International Symposium on Agent and Multi-Agent Systems: Technologies and Applications, KES AMSTA 2008, Korea
   • The 12th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems, KES 2008, Croatia
   • The IASTED International Conference on Artificial Intelligence and Applications, AIA 2008, Innsbruck, Austria
   • The Twenty-seventh SGAI International Conference on Artificial Intelligence, AI 2007, Cambridge, UK
   • The Twenty-sixth SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, AI 2006, Cambridge, UK
   • The Eighth International Conference on Artificial Intelligence and Soft Computing, ICAISC 2006, Zakopane, Poland
3. Reviewer for scientific journals
   • International Journal of Intelligent Information and Database Systems (Inderscience)
   • New Generation Computing (Ohmsha, Japan and Springer Verlag, JCR Journal)
   • European Journal of Operational Research (Elsevier, JCR Journal)
   • Journal of Intelligent and Fuzzy Systems (IOS Press)
   • Journal of Network and Computer Application (Elsevier, JCR Journal)
   • Data & Knowledge Enginerring (Elsevier, JCR Journal)
   • Journal of Parallel and Distributed Computing (Elsevier, JCR Journal)
   • Applied Mathematics and Computer Science (JCR Journal)
   • Applied Soft Computing (Elsevier, JCR Journal)
   • Transactions on Computational Collective Intelligence
4. Other activities
   • Organizer and Co-Chair of the Invited Session "Population-based Metaheuristics" at the 16th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, KES-2012, 10-12 September 2012, San Sebastian, Spain
   • Organizer and Co-Chair of the Track "Computational Intelligence and Modern Heuristics in Automation" at the the 17th IEEE Conference on Emerging Technologies and Factory Automation (ETFA'2012), September 17-21, 2012, Kraków, Poland
   • Co-Editor: Call for Chapter Proposals - Agent-Based Optimization in the prestigious series of Springer Studies in Computational Intelligence (SCI) edited by: Ireneusz Czarnowski, Piotr Jedrzejowicz and Janusz Kacprzyk - submission of the chapter proposal is open no longer than to 31 Jan. 2012
   • Program Chair at the ICCCI 2011 Conference, Gdynia, Poland, 21-23 September 2011
   • Special Sessions Chair at the KES AMSTA 2011 Symposium, Manchester, UK, 29 June - 1 July 2011
   • Organizer and Co-Chair of the Special Session ''Agent-Based Optimization ABO'2011" at the KES AMSTA 2011 Symposium
   • Local Organizing Chair of the KES AMSTA 2010 Symposium. Post Conference Report (in Polish) + photos
   • Organizer and Co-Chair of the Special Session ''Agent-Based Optimization ABO'2010" at the KES AMSTA 2010 Symposium
   • Organizer and Co-Chair of the Invited Session ''Agent-Based Optimization ABO'2009" at the KES AMSTA 2009 Symposium - the Best Invited Session Award
   • Member of the KES Focus Group on Agent and Multi-agent Systems
5. Rector's research awards (Gdynia Maritime University): 2005, 2008, 2009, 2010, 2011

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Publications

The selected publications are available from:

• DBLP Bibliography Server
• Google Scholar
• The Collection of Computer Science Bibliographies
• Springer List of Publications

List of Publications

• Monographs, books and book chapters ...
  1. Czarnowski,I.: Distributed Learning with Data Reduction. In: N.T. Nguyen (ed.), Transactions on CCI IV, LNCS 6660, pp. 3-121. Springer-Verlag Berlin Heidelberg, 2011
  2. Czarnowski,I., Jędrzejowicz, P.: Cluster Integration for the Cluster-Based Instance Selection. In: Pan J-S. et al. (eds.), Proceedings of the Second International Conference Computational Collective Intelligence - Technologies and Applications, ICCCI 2010, LNAI 6421, Berlin-Heidelberg, 353-362
  3. Czarnowski, I., P. Jędrzejowicz: An Agent-Based Simulated Annealing Algorithm for Data Reduction. In: Jędrzejowicz P., Nguyen N.T., Howlett R.J., Jain L.C.: Agent and Multi-Agent Systems: Technologies and Applications, KES-AMSTA 2010, Springer, LNAI 6071, Berlin-Heidelberg, 2010, 130-139
  4. Czarnowski, I., P. Jędrzejowicz: A Comparison Study of Strategies for Combining Classifiers from Distributed Data Sources, in: M.Kolehmainen et al. (eds.) Adaptive and Natural Computing Algorithms. Springer, LNCS 5495, Berlin-Heidelberg, 2009, 609-618
  5. Barbucha, D., Czarnowski, I., Jędrzejowicz, P., Ratajczak-Ropel, E., and Wierzbowska, I.,: Influence of the Working Strategy on A-Team Performance. In: E.Szczerbicki, N.T. Nguyen (Eds.): Smart Information and Knowledge Management, Studies in Computational Intelligence vol.260, Springer Berlin / Heidelberg (2010) 83-102
  6. Czarnowski I., Jedrzejowicz P.,: Agent-Based Non-distributed and Distributed Clustering. MLDM 2009, Lecture Notes in Computer Science 5632, Springer-Verlag (2009) 347-360
  7. Czarnowski I.: Distributed Data Reduction through Agent Collaboration. Lecture Notes in Artificial Intelligence 5559, Springer-Verlag (2009) 724-733
  8. Czarnowski I., Jedrzejowicz P., Wierzbowska I.: A-Team Middleware on a Cluster. Lecture Notes in Artificial Intelligence 5559. Springer-Verlag (2009) 764-772
  9. Barbucha, D., Czarnowski, I., Jędrzejowicz, P., Ratajczak-Ropel, E., and Wierzbowska, I.,: e-JABAT - An Implementation of the Web-Based A-Team. In: N.T. Nguyen and I.C. Jain (Eds.): Intelligent Agents in the Evolution of Web and Applications, Studies in Computational Intelligence Vol. 167, Springer Berlin / Heidelberg (2009) 57-86
  10. Czarnowski, I., Jędrzejowicz, P.: A Framework for Adaptive and Integrated Classification. In : ICAISC , Lecture Notes in Computer Science, LNAI 5097, Springer-Verlag Berlin Heidelberg (2008) 522-532
  11. Czarnowski I., Jedrzejowicz P., Wierzbowska I.: An A-Team Approach to Learning Classifiers from Distributed Data Sources. In: Ngoc Thanh Nguyen, Geun Sik Jo, Robert J. Howlett,an Lakhmi C. Jain (Eds.), Agent and Multi-Agent Systems: Technologies and Applications, Second KES International Symposium, KES-AMSTA 2008, Incheon, Korea, March 26- 28, 2008, Proceedings. Lecture Notes in Computer Science, LNAI 4953, Springer-Verlag Berlin Heidelberg (2008) 536-546
  12. Czarnowski, I., Jędrzejowicz, P.: Data Reduction Algorithm for Machine Learning and Data Mining. In N.T. Nguyen et al. (Eds.): IEA/AIE 2008, Lecture Notes in Computer Science, LNAI 5027, Springer-Verlag Berlin Heidelberg (2008) 276-285
  13. Czarnowski I, Jędrzejowicz P.: Implementation and Performance Evaluation of the Agent-Based Algorithm for ANN Training. In: Ngoc Thanh Nguyen, Adam Grzech, Robert J. Howlett, Lakhmi C. Jain (Eds.), Agent and Multi-Agent Systems: Technologies and Applications, First KES International Symposium, KES-AMSTA 2007, Wroclaw, Poland, May 31- June 1, 2007, Proceedings. Lecture Notes in Computer Science, LNAI 4496 Springer 2007, p. 131-140
  14. Czarnowski I, Jędrzejowicz P.: An agent-based approach to the multiple-objective selection of reference vectors. In: Petra Perner, editor 5th International Conference on Machine Learning and Data Mining in Pattern Recognition MLDM'2007, Leipzig, Germany, 18-20 July 2007, Lecture Notes in Computer Science, LNAI 4571, p.548-562
  15. Czarnowski I.: Migracja agentów w systemie JABAT. In: H. Adamkiewicz-Drwillo (red.), "Uwarunkowania rozwoju przedsiebiorczości. Determinanty i narzędzia zdobywania przewagi konkurencyjnej", PWN, Warszawa 2007
  16. Czarnowski I, Jędrzejowicz P.:Instance Reduction Approach to Machine Learning and Multi-Database Mining, Proceedings of the Scientific Session organized during XXI Fall Meeting of the Polish Information Processing Society, Informatica, ANNALES Universitatis Mariae Curie-Skłodowska, Lublin 2006, s. 60-71
  17. Czarnowski I, Jędrzejowicz P.: An Instancje Reduction Approach to Multi-database Mining, In: A. Cader, L. Rutkowski, R. Tadeusiewicz, J. Zurada, Challenging Problems of Science, Computer Science, Academic Publishing House EXIT, Polish Neural Network Societu, Academy of Humanities and Economics in Łódź, IEEE Computational Intelligence Society-Poland Chapter, Warszawa 2006, s. 426-432
  18. Czarnowski I, Jędrzejowicz P.: Zastosowanie algorytmu uczenia populacji oraz sieci nuronowej do predykcji wartości szeregu czasowego, Metody Sztucznej Inteligencji w Zarzadzaniu i Sterowaniu, red: Joanna Józefowska, Wydawnictwo Uniwersytetu Ślaskiego, Katowice 2005, s. 230-251
  19. Czarnowski I, Jędrzejowicz P.: An Agent-Based PLA for the Cascade Correlation Learning Architecture. W: Włodzisław Duch, Janusz Kacprzyk, Erkki Oja, Sławomir Zadrozny Eds., Artificial Neural Networks: Biological Inspirations - ICANN'2005, Lecture Notes in Computer Science 3696, Springer-Verlag Berlin Heidelberg (2005), (1) s. 197-202
  20. Czarnowski I.: Zastosowanie algorytmu uczenia populacji do uczenia sieci neuronowych, Rozprawa doktorska przedłożona Radzie Wydziału Informatyki i Zarządzania Politechniki Poznańskiej, 2004
  21. Czarnowski I, Jędrzejowicz P.: Probability Distribution of Solution Time in ANN Training Using Population Learning Algorithm. W: Rutkowski L., Siekemann J., Tadeusiewicz R., Zadech L.A. (red.), Lecture Notes in Artificial Intelligence, Springer, 2004, nr 3070, p. 172-177
  22. Czarnowski I., Jędrzejowicz P.: An approach to artificial neural network training. W: Bramer M., Preece A., Coenen F. (red.), Research and Development in Intelligent Systems XIX, Springer, London, 2003, s. 149-162
  23. Jędrzejowicz P., I.Czarnowski, H.Szreder, A.Skakowski: Evolution-Based Scheduling of Fault-Tolerant Programs on Multiple Processors, w: Jose Rolim et al. (red.), Parallel and Distributed Processing, Lecture Notes in Computer Science nr 1586, Springer 1999, s. 210-219
  24. Czarnowski I., P.Jędrzejowicz, E.Ratajczak: Scheduling Fault-Tolerant Programs on Multiple Processors to Maximize Schedule Reliability, w: M.Felici, K.Kanoun, A.Pasquini (red.), Computer Safety, Reliability and Security, Lecture Notes in Computer Science nr 1698, Springer 1999, s. 385 - 395
  25. Czajkowski J., Korcz K., Bojarski P., Bober R., Czarnowski I., M. Dabrowicz, J. Hreczycho: Podręcznik operatorów systemu GMDSS. PWP "Skryba", Gdańsk 1998.
      
      
• Scientific journals ...
  1. Barbucha, D., Czarnowski, I., Jędrzejowicz, P., Ratajczak-Ropel, E., Wierzbowska, I.: JABAT Middleware as a Tool for Solving Optimization Problems. In: Nguyen, N.T., Kowalczyk, R. (eds.) Transactions on CCI II, LNCS 6450, pp. 181-195, Springer-Veralg Berlin Heidelberg (2010)
  2. Czarnowski I., Jędrzejowicz P.: Agent-based simulated annealing and tabu search procedures applied to solving the data reduction problem. International Journal of Applied Mathematics and Computer Science- AMCS, Vol. 21(1) 2011 (JCR 2009 impact factor: 0.684)
  3. Czarnowski I.: Cluster-based instance selection for machine classification. Knowledge and Information Systems, vol. 30(1) 2012, p.113-133 (JCR 2009 impact factor: 2.211)
  4. Czarnowski I., Jędrzejowicz P.: An agent-based framework for distributed learning. Engineering Applications of Artificial Intelligence 24, 2011, 93-102, doi:10.1016/j.engappai.2010.07.003 (JCR 2009 impact factor: 1.444)
  5. Czarnowski I.: Prototype selection algorithms for distributed learning, Pattern Recognition, Vol. 43(6), 2010, p. 2292-2300 (JCR 2009 impact factor: 2.554)
  6. Czarnowski I, Jędrzejowicz P.: An Approach to Data Reduction and Integrated Machine Classification, New Generation Computing, Vol. 28(1) 2010, p. 21-40 (JCR 2009 impact factor: 0.364)
  7. Czarnowski I, Jędrzejowicz P.: An A-Team approach to learning classifiers from distributed data sources, International Journal of Intelligent Information and Database Systems, Vol. 4(3) 2010, p. 245 - 263
  8. Czarnowski I, Jędrzejowicz P.: Implementation and Performance Evaluation of the Agent-Based Algorithm for ANN Training. KES Knowledge-Based and Intelligent Engineering Systems. IOS Press, Vol. 14(1), 2010, p. 1-10
  9. Barbucha D., Czarnowski I., Jędrzejowicz P. Ratajczak-Ropel E., Wierzbowska I.: An Implementation of the JADE-base A-Team Environment. International Transactions on Systems Science and Applications, Vol. 3, No. 4, January 2008, s. 319-328
  10. Czarnowski I., Jędrzejowicz P.: An agent-based approach to ANN training. Knowledge-Based Systems 19, Elsevier 2006, p. 304-308 (JCR 2009 impact factor: 1.308)
  11. Czarnowski I., Jędrzejowicz P.: Predicting glass manufacturing quality using a hybrid population learning and artificial neural network approach. W: Trappl R. (red.), Cybernetics and Systems, tom 2, 2004, s. 497-502 (JCR 2009 impact factor: 0.78)
  12. Czarnowski I., Gutjahr W.J., Jędrzejowicz P., Ratajczak E., Skakowski A., Wierzbowska I.: Scheduling multiprocessor tasks in presence of correlated failures. Central European Journal of Operations Research, tom 11, nr 2, 2003, s. 163-182
  13. Czarnowski I., Jędrzejowicz P., Ratajczak E., A Hybryd Neural Network and Population Learning Algorithm Approach to Solving Reliability Optimization Problem, System Science, Vol. 27, nr 2, Wrocław 2002
  14. Jędrzejowicz P., Czarnowski I., Skakowski A., Szreder H.: Evolution-based scheduling of multiple variant and multiple processor programs, Future Generation Computer Systems 17, Elsevier 2001, p. 405-414 (JCR 2009 impact factor: 2.229)
  15. Jędrzejowicz P., Czarnowski I., Ratajczak E., Skakowski A., Szreder H.: Maximizing Schedule Reliability in Presence of Multiple-Variant Tasks, w: "Foresight and Precaution", M.P.Cottam, D.W.Harvey, R.R.Pape, J.Tait (red.), A.A.Balkema Publ., Rotterdam, 2000, vol. 1, s. 679 - 678
      
      
• Reviewed conference proceeding papers ...
  
  
  1. Ireneusz Czarnowski, Piotr Jedrzejowicz: Distributed Learning Algorithm based on Data Reduction. Proceedings of ICAART 2009, Porto, Portugal, (2009) 198-203
  2. Czarnowski I, Jędrzejowicz P.: An Agent-Based Algorithm for Data Reduction. W: Max Bramer, Frans Coenen and Miltos Petridis, Research and Development in Intelligent Systems XXIV and Applications and Innovations in Intelligent Systems XV, Proceedings of AI2007, the Twenty-seventh SGAI International Conference on Innovative Techniques and Application of Artificial Intelligence, Springer-Verlag London Limited, 2008, 351-356
  3. Czarnowski I.:Zastosowanie algorytmu opartego na agentach programowych do redukcji danych. II Krajowa Konferencja Naukowa Technologie Przetwarzania Danych, Poznań, Poland, September 24-26, 2007
  4. Czarnowski I.: Analiza metod konstruowania klasyfikatorów. III edycja konferencji Przedsiębiorstwo w gospodarce opartej na wiedzy. Debrzyno, Poland, June 20-22, 2007
  5. Barbucha D., Czarnowski I., Jędrzejowicz P., Ratajczak-Ropel E., Wierzbowska I.: JABAT-An Implementation of the A-Team Concept Workshop on Agent Based Computing III (ABC `06) Wisla, Poland, November 6-10, 2006, p. 235 - 241
  6. Czarnowski I, Jędrzejowicz P.: An Agent-Based Approach to Non-Distributed and Distributed Clustering. W: M. Bramer, F. Coenen, A. Tuson Eds., Research and Development In Intelligent Systems XXIII, Proceedings of AI2006, the Twenty-sixth SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, Springer-Verlag London Limited, 2007, p. 382-386
  7. Barbucha D., Czarnowski I, Jędrzejowicz P., Ratajczak E., Wierzbowska I.: JADE-Based A-Team as a Tool for Implementing Population-Based Algorithms. In: Y. Chen, A. Abraham, Intelligent Systems Design and Applications, IDSA, Jinan Shandong China, IEEE Los Alamos, 2006 p. 144-149
  8. Czarnowski I, Jędrzejowicz P.: An Agent-Based Approach to ANN Training. W: M. Bramer, F. Coenen, T. Allen Eds., Research and Development In Intelligent Systems XXII, Proceedings of AI2005, the Twenty-fifth SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, Springer-Verlag London Limited, 2006, p. 191-201 - The Best Paper Award
  9. Czarnowski I., Barbucha D.: Wybrane narzędzia odkrywania wiedzy w bazach danych. Materiały I konferencji Przedsiębiorstwo w gospodarce opartej na wiedzy. Prace Naukowe Katedry Zarządzania, Wydział Przedsiębiorczości i Towaroznawstwa, Akademia Morska, Gdynia 2006, 7, p. 317-328
  10. Czarnowski I., Barbucha D.: Bazy danych jako źródło wiedzy w przedsiębiorstwie. I konferencji Przedsiębiorstwo w gospodarce opartej na wiedzy. Prace Naukowe Katedry Zarządzania, Wydział Przedsiębiorczości i Towaroznawstwa, Akademia Morska, Gdynia, 2006, 7, s. 329-342
  11. Czarnowski I, Jędrzejowicz P.: Family of Instance Reduction Algorithms Versus Other Approaches. W: Mieczysław A. Kłopotek, Sławomir T.Wierzchoń, Krzysztof Trojanowki Eds., Intelligent Information Processing and Web Mining, Proc. of the International IIS:IIPWM'05 Conference, Advances in Soft Computing, Springer-Verlag Berlin Heidelberg, 2005, s. 23-30
  12. Czarnowski I, Jędrzejowicz P.: An approach to instance reduction in supervised learning. W: Coenen F., Preece A. and Macintosh A. (red.), Research and Development in Intelligent Systems XX, Proc. of AI2003, the Twenty-third SGAI International Conference on Innovative Techniques and Applications of Artificial Intelligence, Springer-Verlag London Limited, 2004, s. 267-282
  13. Czarnowski I., Jędrzejowicz P.: Predicting glass manufacturing quality using a hybrid population learning and artificial neural network approach. Proceeding European Symposium on Intelligent Technologies, Hybrid Systems and their Implementation on Smart Adaptive Systems, Aachen, 2004, s. 480-487
  14. Czarnowski I., Jędrzejowicz P.: Population learning metaheuristic for neural network training. W: Rutkowski L., Kacprzyk J. (red.), Neural Networks and Soft Computing, Physica-Verlag, Heidelberg, 2003, s. 161-66
  15. Czarnowski I., Jędrzejowicz P.: An instance reduction algorithm for supervised learning. W: Kłopotek M.A., Wierzchoń S.T., Trojanowki K. (red.), Proceeding of the International IIS:IIPWM'03 Conference - Intelligent Information Processing and Web Mining, Advances in Soft Computing, Springer-Verlag, Berlin Heidelberg, 2003, s. 241-250
  16. Czarnowski I., Jędrzejowicz P.: Predicting product quality in glass manufacturing process using PLAANN. Joint Proceedings, nr 16, 2003, s. 11 - 18
  17. Czarnowski I., Jędrzejowicz P.: Zastosowanie algorytmu uczenia populacji do selekcji cech w problemie uczenia maszynowego. W: Śmierzchalski R. (red.), Materiały konferencyjne, Warsztaty Algorytmów Genetycznych, Wydawnictwo Akademii Morskiej, Gdynia, 2003, s. 15-16
  18. Czarnowski I., Jędrzejowicz P.: Application of the parallel population learning algorithm to training feed-forward ANN. W: Sincak P. et.al. (red.), ''Intelligent Technologies - Theory and Applications", IOS Press, Amsterdam, 2002, s. 10-16
  19. Czarnowski I., Jędrzejowicz P., Ratajczak E.: Population Learning Algorithm - Example Implementations and Experiments, 4th Metaheuristics International Conference, Potro, Portugal, July 16-20, 2001, p.607-612
  20. Czarnowski I, Jędrzejowicz P., Gutjahr W., Ratajczak E., Skakowski A., Wierzbowska I.: Scheduling Multiprocessor Tasks in Presence of the Correlated Failures, Proceedings of the Second International Workshop on Soft Computing Applied to Software Engineering - SCASE 2001, Enchende 2001, p. 67-77
  21. Czarnowski I, Jędrzejowicz P., Ratajczak E.: A Hybryd Neural Network and Population Learning Algorithm Approach to Solving Reliability Optimization Problem, Proc. of the 14th International Conference on System Science, Wrocław 2001, vol.II, p.314-321
  22. Czarnowski I, Jędrzejowicz P., Application of the population learning algorithm to training feed-forward ANN, Materiały III Krajowej Konferencji Algorytmy Ewolucyjne i Optymalizacja Globalna, Jastrzębia Góra 2001
  23. Czarnowski I., Forkiewicz M., Jędrzejowicz P., Ratajczak E., Skakowski A., Wierzbowska I.: Population-Based Scheduling on Multiple Processors, 4th Metaheuristics International Conference, Potro, Portugal, July 16-20, 2001, p.613-618
  24. Czarnowski I, Jędrzejowicz P.: Artificial Neural Network for Multiprocessor Tasks Scheduling, w: Mieczysław Kłopotek, Maciej Michalewicz, Sławomir T.Wierzchoń (red.), Intelligent Information Systems, Advances in Soft Computing, Physica Verlag - Springer 2000, p.207-216
  25. Czarnowski I., Jędrzejowicz P., Ratajczak E.: Scheduling multiple-processor tasks using artificial intelligence techniques, 17th European Conference on Operational Research, Budapest, 2000
  26. Czarnowski I, Jędrzejowicz P.: Neural Network Based Algorithm for Scheduling Multiprocessor Tasks, w: H. Bothe, R. Rojas (red.), Second ICSC Symposium on NEURAL COMPUTATION NC'2000, May 23 - 26, 2000, Berlin, p.617-622
  27. Czarnowski I., A.Skakowski: Hybrydowy model szeregowania programów tolerujących błędy, Materiały III Krajowej Konferencji Algorytmy Ewolucyjne i Optymalizacja Globalna, Potok Zloty, 1999, s. 83 - 90
  28. Czarnowski I, Jędrzejowicz P., Ratajczak E., Szreder H.: Nowe algorytmy szeregowania zadań w wielu wersjach, II Krajowa Konferencja Metody i systemy komputerów badaniach naukowych i projektowaniu inżynierskim, R.Tadeusiewicz, S.Białas, T.Szmuc, M.Szymkat (red), AGH Kraków, Październik 1999, p.567-572
  29. Czarnowski I.: Ocena algorytmu ewolucyjnego szeregowania samo sprawdzających się programów na jednym procesorze, 20 Międzynarodowe Sympozjum Naukowe Studentów i Młodych Pracowników Nauki, t. III, Informatyka, Zielona Góra 1998, s. 121-125

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Teaching

Teaching activities include

• Internet technology (JAVA, PHP, HTML, dHTML)
• technology of e-business (e-commerce systems, CMS)
• application program (MS Office, Open Office)
• programming (Delphi, C++, VB, JAVA)
• data mining
• relational databases (SQL, MySQL, PostgreSQL)
• mobile applications and systems

Other (rather research) expiriences: PVM, MPI, JADE - platform for multi-agent systems, UML

The students can to find all materials, slides and lecture notes in Ilias (e-learning system).

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