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- 1.0405446 - UIVT-O 330821 RIV AT eng C - Conference Paper (international conference)
Kůrková, Věra
Minimization of Empirical Error over Perceptron Networks.
[Minimalizace empirické chyby na perceptronových sítích.]
Adaptive and Natural Computing Algorithms. Wien: Springer-Verlag, 2005 - (Ribiero, B.; Albrecht, R.; Dobnikar, A.; Pearson, D.; Steele, N.), s. 46-49. ISBN 3-211-24934-6.
[ICANNGA'2005 /7./. Coimbra (PT), 21.03.2005-23.03.2005]
R&D Projects: GA ČR GA201/05/0557
Institutional research plan: CEZ:AV0Z10300504
Keywords : supervised learning * perceptron networks * approximate optimization
Subject RIV: BA - General Mathematics
Permanent Link: http://hdl.handle.net/11104/0125610 - 2.0405215 - UIVT-O 330387 RIV NL eng J - Journal Article
Kůrková, Věra - Sanguineti, M.
Learning with Generalization Capability by Kernel Methods of Bounded Complexity.
[Učení se schopností generalizace pomocí jádrových metod omezené složitosti.]
Journal of Complexity. Roč. 21, č. 3 (2005), s. 350-367. ISSN 0885-064X. E-ISSN 1090-2708
R&D Projects: GA AV ČR 1ET100300419
Institutional research plan: CEZ:AV0Z10300504
Keywords : supervised learning * generalization * model complexity * kernel methods * minimization of regularized empirical errors * upper bounds on rates of approximate optimization
Subject RIV: BA - General Mathematics
Impact factor: 1.186, year: 2005
Permanent Link: http://hdl.handle.net/11104/0125406File Download Size Commentary Version Access 0405215.pdf 0 1.1 MB Author´s preprint open-access - 3.0405189 - UIVT-O 20030200 CZ eng V - Research Report
Kůrková, Věra - Sanguineti, M.
Learning with Generalization Capability by Kernel Methods of Bounded Complexity.
Prague: ICS AS CR, 2003. 16 s. Technical Report, V-901.
R&D Projects: GA ČR GA201/02/0428
Grant - others:IT-CZ Area MC6(XX) Project 22
Institutional research plan: AV0Z1030915
Keywords : supervised learning * generalization * model complexity * kernel methods * minimization of regularized empirical errors * upper bounds on rates of approximate optimization
Subject RIV: BA - General Mathematics
Permanent Link: http://hdl.handle.net/11104/0125385File Download Size Commentary Version Access v901-03.pdf 15 276.9 KB Other open-access - 4.0405002 - UIVT-O 20030185 CZ eng V - Research Report
Kůrková, Věra - Sanguineti, M.
Error Estimates for Approximate Optimization by the Extended Ritz Method.
Prague: ICS AS CR, 2002. 17 s. Technical Report, V-882.
R&D Projects: GA ČR GA201/02/0428
Grant - others:IT-CZ Area MC6(XX) Project 22
Institutional research plan: AV0Z1030915
Keywords : approximate optimization * extended Ritz method * rates of convergence of approximate infima and argminima * high-dimensional optimization problems * curse of dimensionality * convex best approximation * learning from data
Subject RIV: BA - General Mathematics
Permanent Link: http://hdl.handle.net/11104/0125222File Download Size Commentary Version Access v882-02.pdf 18 220.6 KB Other open-access - 5.0404821 - UIVT-O 20030183 RIV AT eng C - Conference Paper (international conference)
Kůrková, Věra - Sanguineti, M.
Neural Network Learning as Approximate Optimization.
Artificial Neural Nets and Genetic Algorithms. Wien: SpringerVerlag, 2003 - (Pearson, D.; Steele, N.; Albrecht, R.), s. 53-57. ISBN 3-211-00743-1.
[ICANNGA'2003 /6./. Roanne (FR), 23.04.2003-25.04.2003]
R&D Projects: GA ČR GA201/02/0428
Grant - others:IT-CZ Area MC6(XX) Project 22
Institutional research plan: AV0Z1030915
Keywords : neural networks * learning from data * approximate optimization
Subject RIV: BA - General Mathematics
Permanent Link: http://hdl.handle.net/11104/0125054 - 6.0105259 - UIVT-O 20040250 RIV US eng J - Journal Article
Kainen, P.C. - Kůrková, Věra - Sanguineti, M.
Minimization of Error Functionals over Variable-basis Functions.
[Minimalizace chybových funkcionálů na neuronových sítích.]
SIAM Journal on Optimization. Roč. 14, č. 3 (2003), s. 732-742. ISSN 1052-6234. E-ISSN 1095-7189
R&D Projects: GA ČR GA201/00/1482; GA ČR GA201/02/0428
Grant - others:CZ-IT Area MC 6(XX) Project 22
Institutional research plan: CEZ:AV0Z1030915
Keywords : error functionals * approximate optimization * generalized Tikhonov well-posedness * rate of decrease of infima * complexity of admissible functions
Subject RIV: BA - General Mathematics
Impact factor: 1.757, year: 2003
Permanent Link: http://hdl.handle.net/11104/0012506File Download Size Commentary Version Access 0105259.pdf 1 484.1 KB Author´s preprint open-access