"17"^^ . "Slo\u017Eitost neuronov\u00FDch s\u00EDt\u00ED bude matematicky charakterizov\u00E1na pomoc\u00ED odhad\u016F rychlosti konvergence p\u0159i aproximaci spojit\u00FDch a m\u011B\u0159iteln\u00FDch funkc\u00ED. Pro s\u00EDt\u011B s r\u016Fzn\u00FDmi typy jednotek (nap\u0159. perceptrony s r\u016Fzn\u00FDmi re\u00E1ln\u00FDmi a komplexn\u00EDmi aktiva\u010Dn\u00EDmi funkcemi, radi\u00E1ln\u00ED jednotky s r\u016Fzn\u00FDmi typy j\u00E1drov\u00FDch funkc\u00ED) a r\u016Fzn\u00FDmi typy architektur (nap\u0159. vrstevnat\u00E9, kask\u00E1dov\u00E9) budou rychlosti konvergence odhadov\u00E1ny v z\u00E1vislosti na po\u010Dtu spoj\u016F a jednotek s\u00EDt\u011B a velikosti parametr\u016F. Budou vyu\u017Eity pojmy a metody teorie aproximac\u00ED funkc\u00ED a funkcion\u00E1ln\u00ED anal\u00FDzy. D\u016Fsledky teoretick\u00FDch v\u00FDsledk\u016F budou formulov\u00E1ny jako p\u0159\u00EDsp\u011Bvek k vytvo\u0159en\u00ED systematick\u00E9 metodologie n\u00E1vrhu spojit\u00FDch model\u016F neuronov\u00FDch s\u00EDt\u00ED." . "17"^^ . . "http://www.isvav.cz/projectDetail.do?rowId=IAA2030602"^^ . "Complexity of continuous models of neurocomputing"@en . . . . . . . . "0"^^ . . "1"^^ . . "Complexity of neural networks will be characterized in mathematical terms of estimates of rates of convergence in approximation of continuous and measurable functions. For networks with various types of units (e.g., perteptrons with various types of real and complex activation functions, radial-basis-function units with various types of kernels) and architecture (e.g., multilayer or cascade) rates of approximaation will be studied in dependence on the number of the network connections and units and the size of the network parameters. Consequences of theoretical results will be formulated to help to develop a systematic design procedure for continuous neural network modelling."@en . . . "Charakterizace v\u00FDpo\u010Detn\u00EDch schopnost\u00ED spojit\u00FDch model\u016F neuronov\u00FDch s\u00EDt\u00ED na z\u00E1klad\u011B r\u016Fzn\u00FDch typ\u016F m\u011Br slo\u017Eitosti architektur t\u011Bchto s\u00EDt\u00ED. Redukce slo\u017Eitosti algoritm\u016F u\u010Den\u00ED neuronov\u00FDch s\u00EDt\u00ED."@cs . . . "IAA2030602" . "0"^^ . "Slo\u017Eitost spojit\u00FDch model\u016F neuronov\u00FDch s\u00EDt\u00ED" .