About: Supervised Learning with Generalization as an Inverse Problem

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An Entity of Type : http://linked.opendata.cz/ontology/domain/vavai/Vysledek, within Data Space : linked.opendata.cz associated with source document(s)

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rdf:type	skos:Concept http://linked.opendata.cz/ontology/domain/vavai/Vysledek
Description	Schopnost učení neuronových sítí na základě příkladů může být modelována pomocí regularizace, která byla vyvinuta jako nástroj pro zlepšení stability řešení inverzních úloh. (cs) Capability of generalization in learning of neural networks from examples can be modelled using regularization, which has been developed as a tool for improving stability of solutions of inverse problems. Such problems are typically described by integral operators. It is shown that learning from examples can be reformulated as an inverse problem defined by an evaluation operator. This reformulation leads to an analytical description of an optimal input/output function of a network with kernel units, which can be employed to design a learning algorithm based on a numerical solution of a system of linear equations. Capability of generalization in learning of neural networks from examples can be modelled using regularization, which has been developed as a tool for improving stability of solutions of inverse problems. Such problems are typically described by integral operators. It is shown that learning from examples can be reformulated as an inverse problem defined by an evaluation operator. This reformulation leads to an analytical description of an optimal input/output function of a network with kernel units, which can be employed to design a learning algorithm based on a numerical solution of a system of linear equations. (en)
Title	Supervised Learning with Generalization as an Inverse Problem Supervised Learning with Generalization as an Inverse Problem (en) Učení neuronových sítí jako inverzní úloha (cs)
skos:prefLabel	Supervised Learning with Generalization as an Inverse Problem Supervised Learning with Generalization as an Inverse Problem (en) Učení neuronových sítí jako inverzní úloha (cs)
skos:notation	RIV/67985807:_____/05:00405483!RIV06-AV0-67985807
http://linked.open.../vavai/riv/strany	551;559
http://linked.open...avai/riv/aktivita	P Z
http://linked.open...avai/riv/aktivity	P(1ET100300517), Z(AV0Z10300504)
http://linked.open...iv/cisloPeriodika	-
http://linked.open...vai/riv/dodaniDat	2006
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	545439
http://linked.open...ai/riv/idVysledku	RIV/67985807:_____/05:00405483
http://linked.open...riv/jazykVysledku	eng - angličtina
http://linked.open.../riv/klicovaSlova	learning from data; generalization; empirical error functional; inverse problem; evaluation operator; kernel methods (en)
http://linked.open.../riv/klicoveSlovo	learning from data generalization empirical error functional evaluation operator inverse problem kernel methods
http://linked.open...odStatuVydavatele	GB - Spojené království Velké Británie a Severního Irska
http://linked.open...ontrolniKodProRIV	[7584CC6BB97C]
http://linked.open...i/riv/nazevZdroje	Interest Group in Pure and Applied Logics. Logic Journal
http://linked.open...in/vavai/riv/obor	BA
http://linked.open...ichTvurcuVysledku	1 (xsd:int)
http://linked.open...cetTvurcuVysledku	1 (xsd:int)
http://linked.open...vavai/riv/projekt	Methods for Intelligent Systems and Their Applications in Datamining and Natural Language Processing
http://linked.open...UplatneniVysledku	2005
http://linked.open...v/svazekPeriodika	13
http://linked.open...iv/tvurceVysledku	Kůrková, Věra
http://linked.open...n/vavai/riv/zamer	Informatika pro informační společnost: modely, algoritmy, aplikace
issn	1367-0751
number of pages	8 (xsd:int)

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