


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).
We should move these project to Wiki pages, right now most people are not adding their contributions!
Active projects 2016
CI/AI:
 Metalearning, or learning how to learn
 W. Duch, K. Grabczewski, N. Jankowski
 Computational creativity
 W. Duch, M. Pilichowski
 Understanding neural networks and neurodynamics through visualization  W. Duch + K. Dobosz
 Prototypebased rules and similaritybased learning
 M. Blachnik, K. Grudziński, W. Duch
 Novel machine learning algorithms  kseparability, projection pursuit networks, universal learning machines, almost random projection machines, transfer learning etc.  W. Duch, M. Grochowski, T. Maszczyk and Co.
Other recent CI projects: signal processing (see
Tomasz Piotrowski), and
search here for more papers.
Neurocognitive Laboratory projects (NCL ICNT):
 Neurocognitive approach to language
 W. Duch, P. Matykiewicz, M. Pilichowski, J. Szymanski
 Imagery agnosia
 W. Duch
 Semantic spaces and word games
 W. Duch, J. Szymanski, T. Sarnatowicz, P. Matykiewicz
 A testbed for integration of different Humanized Interface Technologies (HIT)
 W. Duch, J. Szymanski, T. Sarnatowicz, and the Singapore C2i Center
 Medical Information Retrieval
 P. Matykiewicz, J. Pestian, W. Duch
 Other recent projects: global analysis of EEG, brain stem model, amusia, states of consciousness, etc ...
search here.
Projects in bioinformatics: see
Jarek Meller and
Rafał Adamczak.
Computational Cognitive Science Projects
 Associative memory models  W. Duch
 Categorization from neurodynamical and psychological perspectives  W. Duch
 Models of emotional states of mind  W. Duch
 Neural realization of psychological spaces  W. Duch
 Neurobiological computational theory of consciousness W. Duch
 Platonic theory of mind  W. Duch

Sensorimotor integration  W. Duch,
MPPI group

Transpersonal issues in cognitive science  W. Duch
Computational Intelligence Projects (older, but still not dead)
Neurofuzzy systems
 Searchbased neural training
 M. Kordos, W. Duch
 Visualization of neural error functions
 M. Kordos, W. Duch
 Feature selection and extraction
 W. Duch + J. Biesiada

New transfer functions for neural networks
 N. Jankowski, W. Duch

Feature space mapping neurofuzzy system
 R. Adamczak, W. Duch, N. Jankowski

Initialization of MLP and FSM networks
 R. Adamczak, W. Duch, N. Jankowski

Logical capabilities of density networks
 K. Grabczewski, W. Duch

Bayesian approach to density estimation networks
 W. Duch

RBFlike neural networks  Statistical control
of growing and pruning  N. Jankowski

Merging of neurons for neural networks 
N. Jankowski
Logical rule extraction

Logical rule extraction from constrained backpropagation
networks  R. Adamczak, R. Grabczewski, W. Duch

Rule extraction from FSM  R. Adamczak,
R. Grabczewski, W. Duch

Hybrid neural/machine learning system for logical
rule extraction from training data  R. Adamczak, W. Duch, K. Grabczewski,
G. Zal
Dynamical systems and recurrent networks

Symbolic approximations to dynamical systems
 T. Kisielewski, W. Duch

Visualization of basins of attractors of dynamical
systems performing logical operations  E. Janiak, W. Duch

Approximations to neurodynamics leading to
psychological spaces  W. Duch
Selforganization

SOM, MDS and Sammon mapping  A. Naud,
W. Duch

Topographical interpolation in SOM networks
 A. Naud, W. Duch

Visualization of multidimensional data using
SOM/MDS  A. Naud, W. Duch

Classification via reference tokens  A.
Naud, W. Duch

Topographically Correct Visualization
W. Duch, ???
Machine learning and neural networks

Adaptive machine learning methods, synthesis
of neural and machine learning methods  K. Grudzinski, W. Duch

Minimaldistance neural classifier  M.
Kapiwas, W. Duch
Applications of computational inteligence

Applications of CI in psychometry  J.
Gomula, T. Kucharski, A. Korcala, R. Adamczak, K. Grabczewski, W. Duch

Applications of CI in medical diagnosis
 R. Adamczak, W. Duch, K. Grabczewski, G. Zal

Computational intelligence suport for quantum
chemistry  W. Duch, K. Grudzinski &
MPA group
Other projects

Neural networks and Hidden Markov Models (HMM)
for RNA and protein structure prediction  W. Duch, T. Rohn.

Local adaptive coordinate systems, an alternative
to neural algorithms  W. Duch

Scaling of neural algorithms  W. Duch

Unified theory of Computational Intelligence:
integration of statistical, pattern recognition, neural networks and machine
learning views  W. Duch

Complex systems and information theory
 W. Duch

Synchronicity and inseparability from the
quantummechanical point of view  W. Duch
Foundations of Computer Science Projects

Continuous computations, superTuring machines
 W. Duch

Neural Turing machine  W. Duch, N. Jankowski
Other Projects

Hardware and software for auditory discrimination
 W. Duch & A. Korcala
Open MSc & PhD Projects

Global optimization methods applied to neural
learning

Approximations to the biologically motivated
neuron transfer functions

Other MSc/PhD
projects (in Polish)
