Theoretical studies and applications of neural networks with "echo states" in artificial intelligence and cognitive scienceSupervisor: prof. Ing. Vladimír Kvasnička, DrSc.
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|Project description:||The study of neural networks with echo states, which are currently considered as one of the greatest innovations of neural networks towards the increase of their biological plausibility. The project studies microneural structures containing several hundreds of neurons, while the adaptation will affect only the connections between hidden and output neurons with 1-step learning methods. Time in these networks will be discrete, which will allow also a simple introduction of a communication by spikes on synaptic connections between neurons. The model will be an important tool for modeling of reasoning processes and classification in artificial intelligence and cognitive science.|
|Kind of project:||APVV ()|
|Department:||Institute of Applied Informatics (FIIT)|
|Project status:||Successfully completed|
|Project start date :||01. 01. 2005|
|Project close date:||30. 06. 2008|
|Number of workers in the project:||1|
|Number of official workers in the project:||0|