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Publications

 

 

On-line publications of the Computational Intelligence Laboratory

Most papers are in PDF format (you need Acrobat Reader or ghostview)
A few papers are in the postscript format compressed using "gzip".
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Neural networks: models, architectures, learning.


  • Duch W, Swaminathan K, Meller J, Computational Intelligence Approaches to Rational Drug Design and Discovery.
    Current Pharmaceutical Design, Vol. 13(14), 1497-1508, 2007.
  • Grochowski M, Duch W, Learning highly non-separable Boolean functions using Constructive Feedforward Neural Network,
    Springer Lecture Notes in Computer Science, Vol. 4668, 180-189, 2007.

  • Itert L, Duch W, Pestian J, Influence of a priori Knowledge on Medical Document Categorization,
    IEEE Symposium on Computational Intelligence in Data Mining, IEEE Press, April 2007, pp. 163-170.
  • Duch W, Jankowski N (2000)
    Transfer functions: hidden possibilities for better neural networks.
    9th European Symposium on Artificial Neural Networks (ESANN), Brugge 2001. De-facto publications, pp. 81-94 (PDF, 487 KB)

    Duch W, Adamczak R, Diercksen GHF (2000)
    Constructive density estimation network based on several different separable transfer functions..
    9th European Symposium on Artificial Neural Networks (ESANN), Brugge 2001. De-facto publications, pp. 107-112 (PDF, 36 KB)

    Jankowski N, Duch W, Optimal transfer function neural networks. 9th European Symposium on Artificial Neural Networks (ESANN), Brugge 2001. De-facto publications, pp. 101-106 (PDF, 1.0 MB)

    Włodzisław Duch, Rafał Adamczak, Yoichi Hayashi
    Eliminators and classifiers
    ICONIP-2000, 7th International Conference on Neural Information Processing, Nov. 2000, Dae-jong, Korea, ed. by Soo-Young Lee, pp. 1029 - 1034 (PDF, 50 KB)

    Włodzisław Duch, Norbert Jankowski
    Taxonomy of neural transfer functions (in PDF)
    International Joint Conference on Neural Networks IJCNN 2000, Vol. III, pp. 477-484 (PDF, 58 KB)

    Rafał Adamczak, Włodzisław Duch
    Neural networks for structure-activity relationship problems. (in PDF)
    Fifth Conference on Neural Networks and Soft Computing, Zakopane, June 2000, pp. 669-674 (PDF, 54 KB)

    Norbert Jankowski,
    In: Machine Learning and Applications. Workshop on Machine Learning in Medical Applications, pages 53-58, Greece, July 1999.
    Approximation and classification in medicine with IncNet neural networks

    Norbert Jankowski,
    Technical report, Computational Intelligence Lab, DCM NCU, Toruń, Poland, 1999.
    Flexible transfer functions with ontogenic neural networks

    Norbert Jankowski,
    In: 4-th Conference on Neural Networks and Their Applications, pages 77-82, Zakopane, Poland, May 1999.
    Approximation with RBF-type neural networks using flexible local and semi-local transfer functions.

    Włodzisław Duch, Rafal Adamczak and Geerd H.F. Diercksen,
    Neural Processing Letters 10: 201-210, 1999
    Neural Networks in non-Euclidean spaces.

    Włodzisław Duch, Norbert Jankowski,
    Neural Computing Surveys 2 (1999) 163-213
    Survey of neural transfer functions.

    Włodzisław Duch, Jerzy Korczak,
    Neural Computing Surveys (submitted, Nov. 98)
    Optimization and global minimization methods suitable for neural networks.

    Włodzisław Duch, Rafal Adamczak and Geerd H.F. Diercksen,
    International Conference on Computational Intelligence for Modelling Control and Automation, 17-19 February 1999, Vienna, Austria
    Distance-based multilayer perceptrons.

    Włodzisław Duch, Rafal Adamczak,
    International Conference on Neural Information Processing, ICONIP'98, Kitakyushu, Japan, Oct. 1998, Vol. 2, pp. 629-642
    Statistical methods for construction of neural networks.

    Norbert Jankowski and Visakan Kadirkamanathan,
    7th International Conference on Artificial Neural Networks, Lausanne, Switzerland, October 1997, pp. 385-390
    Statistical Control of RBF-like Networks for Classification | Abstract

    Norbert Jankowski and Visakan Kadirkamanathan,
    Third Conference on Neural Networks and Their Applications, Kule, October 1997, pp. 663-670
    Statistical Control of Growing and Pruning in RBF-like Neural Networks (PDF) | Abstract

    Włodzisław Duch,
    Third Conference on Neural Networks and Their Applications, Kule, October 1997, pp. 189-194
    Scaling properties of neural classifiers | Abstract

    Włodzisław Duch, Rafal Adamczak and Norbert Jankowski,
    Third Conference on Neural Networks and Their Applications, Kule, October 1997, pp. 105-110
    Initialization and optimization of multilayered perceptrons | Abstract
     
    Włodzisław Duch, Rafal Adamczak and Norbert Jankowski,
    Third Conference on Neural Networks and Their Applications, Kule, October 1997, pp. 99-104
    Initialization of adaptive parameters in density networks | Abstract
     
    Rafal Adamczak, Włodzisław Duch and Norbert Jankowski,
    Third Conference on Neural Networks and Their Applications, Kule, October 1997, pp. 65-70
    New developments in the Feature Space Mapping model | Abstract
     
    Włodzisław Duch and Norbert Jankowski,
    Applied Mathematics and Computer Science 7 (1997) 639-658
    New neural transfer functions (PDF) | Abstract
     
    Włodzisław Duch and Rafal Adamczak (1996)
    Feature Space Mapping network for classification | Abstract
     
    Włodzisław Duch and Norbert Jankowski (1996)
    Bi-radial Transfer Functions | Abstract
     
    Włodzisław Duch, Norbert Jankowski, Antoine Naud, Rafal Adamczak (1995)
    Feature Space Mapping: a neurofuzzy network for system identification | Abstract
     
    Włodzisław Duch and Geerd Diercksen (1995)
    Feature Space Mapping as a Universal Adaptive System | Abstract
     
    Włodzisław Duch (1994)
    Floating Gaussian Mapping: a New Model of Adaptive Systems | Abstract
     
    Włodzisław Duch (1994)
    Neural Networks as Tools to Solve Problems in Physics and Chemistry | Abstract
     

    Logical rules.


    Duch W, Grabczewski K, Adamczak R, Grudzinski K, Hippe Z.S,
    KOSYR, Wrocław 2001, pp. 59-68
    Rules for melanoma skin cancer diagnosis (30 KB)

    Duch W, Adamczak R, Grąbczewski K (2000)
    A new methodology of extraction, optimization and application of crisp and fuzzy logical rules.
    Final version was published in IEEE Transactions on Neural Networks 12 (2001) 277-306 (PDF, 282 KB)

    Duch W, Adamczak R, Grąbczewski K, Jankowski N (2000)
    Control and Cybernetics 29 (4) (2000) 997-1018
    Neural methods of knowledge extraction

    Włodzisław Duch and Yoichi Hayashi,
    International Symposium on Computational Intelligence 2000, Kosice - Slovakia, Eds. P. Sincak, J. Vascak, Springer studies in fuzziness and soft computing, Vol. 54, pp. 256-270
    Computational intelligence methods and data understanding.

    Włodzisław Duch, Norbert Jankowski, Rafal Adamczak and Krzysztof Grabczewski,
    Intelligent Information Systems IIS'2000, Physica Verlag (Springer), pp. 1-13
    Optimization and Interpretation of Rule- Based Classifiers.

    Krzysztof Grąbczewski, Włodzisław Duch
    The separability of split value criterion. (in PDF)
    5th Conference on Neural Networks and Soft Computing, Zakopane, June 2000, pp. 201-208

    Włodzisław Duch, Rafał Adamczak and Krzysztof Grąbczewski,
    International Conference on Neural Information Processing (ICONIP'99), Perth, Australia, Nov. 1999, Vol. II, pp. 616-621.
    Neural optimization of linguistic variables and membership functions

    Włodzisław Duch, Rafał Adamczak and Krzysztof Grąbczewski,
    1999 International Joint Conference on Neural Networks, Washington, July 1999, paper no. 741
    Optimization of Logical Rules Derived by Neural Procedures

    Włodzisław Duch, Rafał Adamczak and Krzysztof Grąbczewski,
    5th Conference on Engineering Applications of Neural Networks, Warsaw, Poland, 13-15.09.1999, pp. 45-50
    Neural methods for analysis of psychometric data

    Włodzisław Duch, Rafal Adamczak and Krzysztof Grabczewski,
    Intelligent Information Systems VIII, Ustroń, Poland, 14-18.06.1998, pp. 22-31
    Methodology of extraction, optimization and application of logical rules.

    Włodzisław Duch, Rafał Adamczak, Krzysztof Grąbczewski and Grzegorz Żal,
    Int. Journal of Advanced Computational Intelligence 3 (1999) 348-356
    Hybrid neural-global minimization method of logical rule extraction

    Włodzisław Duch, Rafal Adamczak, Krzysztof Grabczewski and Grzegorz Zal,
    Colloquia on Artificial Inteligence, Lodz, Poland 28-30.09.1998, pp. 61-82
    A hybrid method for extraction of logical rules from data

    Włodzisław Duch, Rafal Adamczak and Krzysztof Grabczewski (KMK UMK), Masumi Ishikawa and Hiroki Ueda (KIT),
    Proc. of the European Symposium on Artificial Neural Networks (ESANN'97), Bruge 16-18.4.1997, pp. 109-114
    Extraction of crisp logical rules using constrained backpropagation networks | Abstract

    Włodzisław Duch, Rafal Adamczak and Krzysztof Grabczewski,
    International Conference on Artificial Neural Networks (ICNN'97), Houston, 9-12.6.1997, pp. 2384-2389
    Extraction of crisp logical rules using constrained backpropagation networks | Abstract

    Włodzisław Duch, Rafal Adamczak and Krzysztof Grabczewski,
    First Polish Conference on Theory and Applications of Artificial Intelligence, Łódź, 19-21.12.1996, pp. 163-170
    Constrained backpropagation for feature selection and extraction of logical rules | Abstract

    Włodzisław Duch, Rafal Adamczak and Krzysztof Grabczewski (1996)
    Extraction of logical rules from training data using backpropagation networks | Abstract
     

    Machine learning and similarity-based methods.


  • Pestian J, Brew C, Matykiewicz P, Hovermale D.J, Johnson N, Cohen K.B, Duch W, A shared task involving multi-label classification of clinical free text.
    BioNLP 2007: Biological, translational, and clinical language processing, pp. 97–104, ACL 2007.
    Data for the Challenge is at the CMS site.
  • Duch W, Grudziński K,
    INNS-IEEE International Joint Conference on Neural Networks (IJCNN 2001), Washington D.C. 14-19.07.2001, pp. xxx-yyy
    Prototype based rules - new way to understand the data. (PDF, 70 KB)

    Duch W, Grudziński K,
    Inteligent Information Systems (IIS) 2001, Zakopane, 18-22.06.2001, pp. xxx-yyy
    Ensembles of Similarity-Based Models. (PDF, 48KB)

    Duch W,
    Control and Cybernetics 29 (4) (2000) 937-968
    Similarity based methods: a general framework for classification, approximation and association

    Duch W, Adamczak R and Diercksen G.H.F. (2000)
    Applied Mathematics and Computer Science 10:4 (2000) 101-120
    Classification, Association and Pattern Completion using Neural Similarity Based Methods.

    Karol Grudziński, Włodzisław Duch,
    Intelligent Information Systems IIS'2000, Physica Verlag (Springer), pp. 99-108
    SBL-PM: A Simple Algorithm for Selection of Reference Instances for Similarity Based Methods.

    Włodzisław Duch, Karol Grudziński, Grzegorz Stawski,
    5th Conference on Neural Networks and Soft Computing, Zakopane, June 2000, pp. 180-185
    Symbolic features in neural networks. (in PDF)

    Włodzisław Duch, Karol Grudziński,
    1999 International Joint Conference on Neural Networks, Washington, July 1999, paper no. 742
    Search and global minimization in similarity-based methods (PDF format)

    Włodzisław Duch, Karol Grudziński,
    4th Conference on Neural Networks and Their Applications, Zakopane, May 1999, pp. 191-196
    The weighted k-NN method with selection of features and its neural realization

    Włodzisław Duch, Karol Grudziński,
    Intelligent Information Systems VIII, Ustroń, Poland, 14-18.06.1998, pp. 32-36
    Weighting and selection of features.

    Włodzisław Duch,
    Second Polish Conference on Theory and Applications of Artificial Intelligence, Łódź, 28-30 Sept. 1998, pp. 33-60
    A framework for similarity-based methods

    Włodzisław Duch,

    Intelligent Information Systems VII, Malbork, Poland, 15-19.06.1998, pp. 288-291
    A framework for similarity-based classification methods

    Włodzisław Duch,

    Third Conference on Neural Networks and Their Applications, Kule, Poland, October 1997, pp. 183-188
    Neural minimal distance methods | Abstract

    Włodzisław Duch, Rafal Adamczak and Norbert Jankowski (1996)
    Improved Memory-Based Classification | Abstract
     

    Cognitive subjects: mind, consciousness etc.


  • Duch W, Oentaryo R.J, Pasquier M, Cognitive architectures: where do we go from here?
    Artificial General Intelligence (AGI 2008), Memphis, March 1-3, 2008
  • Duch W, Intuition, Insight, Imagination and Creativity.
    IEEE Computational Intelligence Magazine 2(3), August 2007, pp. 40-52
  • Szymanski J, Duch W, Semantic Memory Knowledge Acquisition Through Active Dialogues.
    Proc. of the 20th Int. Joint Conference on Neural Networks (IJCNN), Orlando, IEEE Press, August 2007, pp. 536-541
  • Szymanski J, Duch W, Semantic Memory Architecture for Knowledge Acquisition and Management.
    The Sixth International Conference on Information and Management Sciences (IMS2007), July 1-6, 2007, California Polytechnic State University, CA, pp. 342-348
  • Duch W, Computational Models of Dementia and Neurological Problems.
    Chapter 17 of a book: Neuroinformatics, C.J. Crasto (Ed), "Methods in Molecular Biology" series (J. Walker, series ed.), Humana Press, Totowa, NJ, pp. 307-336, 2007
  • Duch W, Creativity and the Brain.
    A Handbook of Creativity for Teachers. Ed. Ai-Girl Tan, Singapore: World Scientific Publishing 2007, pp. 507-530.
  • Duch W, Pilichowski M, Experiments with computational creativity.
    Neural Information Processing – Letters and Reviews, Vol. 11, No. 4-6, April/June 2007, pp. 123-133
  • Duch W (2001)
    V Congress of the Societas Humboldtiana Polonorum, Wrocław, June 2001
    Future of the information society and information technology.

    Duch W (2000)
    J. Medical Informatics and Technologies 5 (2000) 27-34
    Therapeutic applications of computer models of brain activity for Alzheimer disease.

    Włodzisław Duch,
    Submitted to Journal of Consciousness Studies (January 1999)
    Conscious mind as a limit of brain-like computing.

    Włodzisław Duch,
    American Neopragmatism: Honoring Philosophy of Hilary Putnam, Toruń 8-12.08. 1998
    What constitutes a good theory of mind?

    Włodzisław Duch,
    International Conference on Neural Networks and Brain, October 27-30,1998, Beijing, China (1998)
    Neural implementation of psychological spaces

    Włodzisław Duch,
    In: Brain-like computing and intelligent information systems, ed. S-i. Amari, N. Kasabov (Springer, Singapore 1998), chap. 20, pp. 491-512
    Platonic model of mind as an approximation to neurodynamics | Abstract and long version!

    Duch W, Bekkering H, Neggers B (1997)
    Sensorimotor integration, CIL-KMK/MPPF-4/97, Technical Report

    Włodzisław Duch (1996)
    Towards Artifical Minds | Abstract
     
    Włodzisław Duch (1996)
    Computational physics of the mind | Abstract
     
    Włodzisław Duch,
    Sympozjum Kognitywne '96: Consciousness and Perception, Poznan, Dec. 6-7, 1996
    From brain to mind to consciousness - without hard problems
     
    Włodzisław Duch (1996)
    Towards a plausible theory of mind, transparencies for a talk
     
    Włodzisław Duch (1995)
    Psychophysics | Abstract
     
    Włodzisław Duch (1995)
    Physics of Consciousness | Abstract
     
    Włodzisław Duch (1995)
    From Cognitive Models To Neurofuzzy Systems
     
    Włodzisław Duch (1995)
    Transparent theory of consciousness: is there a problem? Commentary on the paper "The contents of consciousness: a neuropsychological conjecture" by J.A. Gray, in: Brain and Behavioral Sciences. Another comment
     
    Włodzisław Duch (1995)
    From cognitive models to neurofuzzy systems - the mind space approach | Abstract
     
    Włodzisław Duch (1994)
    Synchronicity and the Unified View of Mind and Matter | Abstract
     
    Włodzisław Duch (1994)
    A Solution to Fundamental Problems of Cognitive Sciences
     
    Włodzisław Duch (1994)
    On simplifying brain functions | Abstract
     

    Self-organization and visualization of multidimensional data.


    Antoine Naud and Włodzisław Duch,
    5th Conference on Neural Networks and Soft Computing, Zakopane, June 2000, pp. 255-260
    Interactive data exploration using MDS mapping (in PDF)
     

    Włodzisław Duch and Antoine Naud (1996)
    Simplexes, Multi-Dimensional Scaling and Self-Organized Mapping | Abstract
     
    Włodzisław Duch and Antoine Naud (1996)
    On global self-organizing maps | Abstract
     
    Włodzisław Duch and Antoine Naud (1996)
    Multidimensional Scaling And Kohonen's Self-Organizing Maps, Abstract
     
    Włodzisław Duch (1994)
    Quantitative Measures for the Self-Organizing Topographic Maps | Abstract
     

    PhD's and other topics.


    Antoine Naud,
    praca doktorska, Katedra Metod Komputerowych UMK, Toruń, April 2001.
    Neural and statistical methods for the visualization of multidimensional data. (PDF, 5.5 MB)

    Rafał Adamczak,
    praca doktorska, Katedra Metod Komputerowych UMK, Toruń, luty 2001.
    Zastosowanie sieci neuronowych do klasyfikacji danych doświadczalnych. (PDF, 3 MB)

    Norbert Jankowski,
    praca doktorska, Katedra Metod Komputerowych UMK, Toruń, sierpień 1999.
    Ontogeniczne sieci neuronowe w zastosowaniu do klasyfikacji danych medycznych (PDF, 5 MB)

    Norbert Jankowski (1995)
    Applications of Levin's Universal Optimal Search Algorithm | Abstract
     
    Włodzisław Duch (1994)
    Cerebrations on Computational Science | Abstract
     
    Włodzisław Duch and Norbert Jankowski (1994)
    Complex Systems, Information Theory and Neural Networks


    Publications in Polish - Po polsku


    Naukowe:

    Rafał Adamczak, Włodzisław Duch
    Model FSM w zastosowaniu do klasyfikacji (format PDF)
    Biocybernetyka 2000, Tom 6: Sieci neuronowe (red. W. Duch, J. Korbicz, L. Rutkowski i R. Tadeusiewicz), rozdz. III.26, pp. 801-824

    Andrzej Chojnowski, Włodzisław Duch
    Analiza szeregów czasowych obrazów.
    Biocybernetyka 2000, Tom 6: Sieci neuronowe (red. W. Duch, J. Korbicz, L. Rutkowski i R. Tadeusiewicz), rozdz. II.17, pp. 569-588

    Norbert Jankowski i Włodzisław Duch
    Ontogeniczne sieci neuronowe. (w PDF)
    Biocybernetyka 2000, Tom 6: Sieci neuronowe (red. W. Duch, J. Korbicz, L. Rutkowski i R. Tadeusiewicz), rozdz. I.8, pp. 257-294

    Włodzisław Duch,
    Sieci neuronowe w modelowaniu zaburzeń neuropsychologicznych i chorób psychicznych (format PDF)
    Biocybernetyka 2000, Tom 6: Sieci neuronowe (red. W. Duch, J. Korbicz, L. Rutkowski i R. Tadeusiewicz), rozdz. II.18, pp. 589-616

    Krzysztof Grąbczewski, Włodzisław Duch, Rafał Adamczak
    Neuronowe metody odkrywania wiedzy w danych (format PDF)
    Biocybernetyka 2000, Tom 6: Sieci neuronowe (red. W. Duch, J. Korbicz, L. Rutkowski i R. Tadeusiewicz), rozdz. III.20, pp. 637-662

    Włodzisław Duch, Karol Grudziński
    Sieci Neuronowe i Uczenie Maszynowe: próba integracji (format PDF)
    Biocybernetyka 2000, Tom 6: Sieci neuronowe (red. W. Duch, J. Korbicz, L. Rutkowski i R. Tadeusiewicz), rozdz. III.21, pp. 663-690

    Włodzisław Duch (2000)
    Jaka teoria umysłu w pełni nas zadowoli? (tekst w html)
    Kognitywistyka i Media w Edukacji 1/2 (2000), wyd. A. Marszałek

    Włodzisław Duch (1999)
    Duch i dusza, czyli prehistoria kognitywistyki.
    Kognitywistyka i Media w Edukacji 1/99, Wyd. A. Marszałek 1999

    Włodzisław Duch (1998)
    Rewolucja informatyczna w medycynie .
    Kardiologia Polska  (1998), numer nigdy się nie ukazał?

    Włodzisław Duch (1998)
    Czym jest kognitywistyka? (tekst w html) artykuł opublikowano w:
    Kognitywistyka i Media w Edukacji 1 (1998) pp. 9-50


    Pozostałe publikacje po polsku

    Włodzisław Duch
    Pływanie pod prąd, czyli 10 lat kierowania Katedrą Metod Komputerowych (format HTML).
    Krótsza wersja wydrukowana została w "Głosie Uczelni", kwiecień 2001

    Włodzisław Duch
    Smutne refleksje z Brukseli
    Głos Uczelni, 7/2001, p. 1

    Włodzisław Duch
    Straszenie przyszłością (format HTML)
    Nieuctwo szkodzi bardziej (format HTML)
    Droga do piekła (format HTML)
    Fragmenty dyskusji z "Głosu Uczelni", kwiecień, czerwiec 2001

    Norbert Jankowski (1995)
    MATLAB - plusy kontra minusy | Abstract

    Włodzisław Duch (1995)
    Fizyka i metafizyka świadomości - folie do referatu

    Włodzisław Duch (1995)
    Piąta generacja komputerów

    Włodzisław Duch (1994)
    Życie wewnętrzne komputerów (PDF, 250 KB)

    editor: Włodzisław Duch (1994)
    Propozycje zaject o charakterze informatycznym (format PDF)

    Włodzisław Duch (1994)
    Refleksje na temat rozwoju informatyki na Uniwersytecie M. Kopernika


    Send mail to norbert@phys.uni.torun.pl with questions or comments about this web site.
    Copyright © 1994-2001 Department of Informatics, Nicolaus Copernicus University, Torun, Poland
    Authors: Włodzisław Duch and Norbert Jankowski