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CI Projects


 


 

Current Projects of the Computational Intelligence Laboratory

Warning: seems to be rarely updated!
Each project should include: objectives (short description), list of participants, time schedule, results (papers and talks), list of open problems, and a working log of weekly progress (local access for members of CIL only). 

Active projects 2010

CI:

  1. Meta-learning, or learning how to learn - W. Duch, K. Grabczewski, N. Jankowski
  2. Prototype-based rules - M. Blachnik, W. Duch
  3. Computational creativity - W. Duch, M. Pilichowski
  4. Search-based neural training - M. Kordos, W. Duch
  5. Visualization of neural error functions - M. Kordos, W. Duch
  6. Understanding of neural networks through visualization - W. Duch + L. Rybicki + F. Piekniewski
  7. Feature selection and extraction - W. Duch + J. Biesiada
  8. New transfer functions for neural networks - N. Jankowski, W. Duch
  9. Other recent projects: k-separability, projection pursuit networks, to be added soon ...

Neurocognitive:

  1. Neurocognitive approach to language - W. Duch, P. Matykiewicz, M. Pilichowski, J. Szymanski
  2. Semantic spaces and word games - W. Duch, J. Szymanski, T. Sarnatowicz, P. Matykiewicz
  3. A test-bed for integration of different Humanized Interface Technologies (HIT) - W. Duch, J. Szymanski, T. Sarnatowicz, and the Singapore C2i Center
  4. Medical Information Retrieval - L. Itert, J. Pestian, W. Duch
  5. Consciousness in artificial systems - W. Duch
  6. Other recent projects: global analysis of EEG, brain stem model, autism, amusia, states of consciousness, etc ...

Bioinformatics: Jarek Meller, Rafał Adamczak, Jacek Biesiada.

Computational Cognitive Science Projects

  1. Associative memory models - W. Duch
  2. Categorization from neurodynamical and psychological perspectives - W. Duch
  3. Models of emotional states of mind - W. Duch
  4. Neural realization of psychological spaces - W. Duch
  5. Neurobiological computational theory of consciousness- W. Duch
  6. Platonic theory of mind - W. Duch
  7. Sensorimotor integration - W. Duch, MPPI group
  8. Transpersonal issues in cognitive science - W. Duch

Computational Intelligence Projects 

Neurofuzzy systems

  1. Feature space mapping neurofuzzy system - R. Adamczak, W. Duch, N. Jankowski
  2. Initialization of MLP and FSM networks - R. Adamczak, W. Duch, N. Jankowski
  3. Logical capabilities of density networks - K. Grabczewski, W. Duch
  4. Bayesian approach to density estimation networks - W. Duch
  5. RBF-like neural networks - Statistical control of growing and pruning - N. Jankowski
  6. Merging of neurons for neural networks - N. Jankowski

    7.  

    Logical rule extraction

  7. Logical rule extraction from constrained backpropagation networks - R. Adamczak, R. Grabczewski, W. Duch
  8. Rule extraction from FSM - R. Adamczak, R. Grabczewski, W. Duch
  9. Hybrid neural/machine learning system for logical rule extraction from training data - R. Adamczak, W. Duch, K. Grabczewski, G. Zal

    10.  

    Dynamical systems and recurrent networks

  10. Symbolic approximations to dynamical systems - T. Kisielewski, W. Duch
  11. Visualization of basins of attractors of dynamical systems performing logical operations - E. Janiak, W. Duch
  12. Approximations to neurodynamics leading to psychological spaces - W. Duch

    13.  

    Self-organization

  13. SOM, MDS and Sammon mapping - A. Naud, W. Duch
  14. Topographical interpolation in SOM networks - A. Naud, W. Duch
  15. Visualization of multidimensional data using SOM/MDS - A. Naud, W. Duch
  16. Classification via reference tokens - A. Naud, W. Duch
  17. Topographically Correct Visualization- W. Duch, ???

    18.  

    Machine learning and neural networks

  18. Adaptive machine learning methods, synthesis of neural and machine learning methods - K. Grudzinski, W. Duch
  19. Minimal-distance neural classifier - M. Kapiwas, W. Duch

    20.  

    Applications of computational inteligence

  20. Applications of CI in psychometry - J. Gomula, T. Kucharski, A. Korcala, R. Adamczak, K. Grabczewski, W. Duch
  21. Applications of CI in medical diagnosis - R. Adamczak, W. Duch, K. Grabczewski, G. Zal
  22. Computational intelligence suport for quantum chemistry - W. Duch, K. Grudzinski & MPA group

    23.  

    Other projects

  23. Neural networks and Hidden Markov Models (HMM) for RNA and protein structure prediction - W. Duch, T. Rohn.
  24. Local adaptive coordinate systems, an alternative to neural algorithms - W. Duch
  25. Scaling of neural algorithms - W. Duch
  26. Unified theory of Computational Intelligence: integration of statistical, pattern recognition, neural networks and machine learning views - W. Duch
  27. Complex systems and information theory - W. Duch
  28. Synchronicity and inseparability from the quantum-mechanical point of view - W. Duch

Foundations of Computer Science Projects

  1. Continuous computations, super-Turing machines - W. Duch
  2. Neural Turing machine - W. Duch, N. Jankowski

Other Projects

  1. Hardware and software for auditory discrimination - W. Duch & A. Korcala

Open MSc & PhD Projects

  1. Global optimization methods applied to neural learning
  2. Approximations to the biologically motivated neuron transfer functions
  3. Other MSc/PhD projects (in Polish)

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Send mail to norbert@is.umk.pl with questions or comments about this web site.
Copyright © 1994-2010, Department of Informatics, Nicolaus Copernicus University, Torun, Poland
Authors: Wlodzislaw Duch and Norbert Jankowski