About: Dependence of Computational Models on Input Dimension: Tractability of Approximation and Optimization Tasks

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	The role of input dimension is studied in approximating, in various norms, target sets of d-variable functions using linear combinations of adjustable computational units. Results are applied to approximation and solution of optimization problems by neural networks with perceptron and Gaussian radial computational units. The role of input dimension is studied in approximating, in various norms, target sets of d-variable functions using linear combinations of adjustable computational units. Results are applied to approximation and solution of optimization problems by neural networks with perceptron and Gaussian radial computational units. (en)
Title	Dependence of Computational Models on Input Dimension: Tractability of Approximation and Optimization Tasks Dependence of Computational Models on Input Dimension: Tractability of Approximation and Optimization Tasks (en)
skos:prefLabel	Dependence of Computational Models on Input Dimension: Tractability of Approximation and Optimization Tasks Dependence of Computational Models on Input Dimension: Tractability of Approximation and Optimization Tasks (en)
skos:notation	RIV/67985807:_____/12:00368521!RIV12-AV0-67985807
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(GA201/08/1744), P(GAP202/11/1368), P(ME10023), Z(AV0Z10300504)
http://linked.open...iv/cisloPeriodika	2
http://linked.open...vai/riv/dodaniDat	2012
http://linked.open...aciTvurceVysledku	Kůrková, Věra
http://linked.open.../riv/druhVysledku	J - Článek v odborném periodiku
http://linked.open...iv/duvernostUdaju	S - Úplné a pravdivé údaje nepodléhající ochraně podle zvláštních právních předpisů
http://linked.open...titaPredkladatele	Ústav informatiky AV ČR, v. v. i.
http://linked.open...dnocenehoVysledku	130097
http://linked.open...ai/riv/idVysledku	RIV/67985807:_____/12:00368521
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	dictionary-based computational models; high-dimensional approximation and optimization; model complexity; polynomial upper bounds (en)
http://linked.open.../riv/klicoveSlovo	dictionary-based computational models high-dimensional approximation and optimization polynomial upper bounds model complexity
http://linked.open...odStatuVydavatele	US - Spojené státy americké
http://linked.open...ontrolniKodProRIV	[2BCC84D30DFF]
http://linked.open...i/riv/nazevZdroje	IEEE Transactions on Information Theory
http://linked.open...in/vavai/riv/obor	IN
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	3 (xsd:int)
http://linked.open...vavai/riv/projekt	Learning of functional relationships from high-dimensional data Complexity of perceptron and kernel networks Aproximation and learning of multivariable functions by neural networks
http://linked.open...UplatneniVysledku	2012
http://linked.open...v/svazekPeriodika	58
http://linked.open...iv/tvurceVysledku	Kůrková, Věra Sanguineti, M. Kainen, P. C.
http://linked.open...ain/vavai/riv/wos	000300246900047
http://linked.open...n/vavai/riv/zamer	Informatika pro informační společnost: modely, algoritmy, aplikace
issn	0018-9448
number of pages	12 (xsd:int)
http://bibframe.org/vocab/doi	10.1109/TIT.2011.2169531

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