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- 1.0405189 - 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 - 2.0405002 - 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 - 3.0404713 - UIVT-O 20020064 CZ eng V - Research Report
Kůrková, Věra - Sanguineti, M.
Tight Bounds on Rates of Variable-Basis Approximation via Estimates of Covering Numbers.
Prague: ICS AS CR, 2001. 12 s. Technical Report, V-865.
R&D Projects: GA ČR GA201/99/0092
Grant - others:NATO(XE) PST.CLG.976870
Institutional research plan: AV0Z1030915
Keywords : high-dimensional optimization * curse of dimensionality * rates of approximation * covering numbers * distributed computing * neural networks
Subject RIV: BA - General Mathematics
Permanent Link: http://hdl.handle.net/11104/0124952File Download Size Commentary Version Access v865-02.pdf 19 327 KB Other open-access - 4.0404712 - UIVT-O 20020063 CZ eng V - Research Report
Kainen, P.C. - Kůrková, Věra - Sanguineti, M.
Minimization of Error Functionals over Variable-Basis Functions.
Prague: ICS AS CR, 2002. 17 s. Technical Report, V-864.
R&D Projects: GA ČR GA201/00/1482
Institutional research plan: AV0Z1030915
Keywords : error functionals * approximate optimalization * generalized Tychonov well-posedness * rate of decrease of intima * complexity of admissible functions * curse of dimensionality * neural networks
Subject RIV: BA - General Mathematics
Permanent Link: http://hdl.handle.net/11104/0124951File Download Size Commentary Version Access v864-02.pdf 18 350.1 KB Other open-access - 5.0404634 - UIVT-O 20020043 CZ eng V - Research Report
Kůrková, Věra - Sanguineti, M.
Covering Numbers and Rates of Neural-Network Approximation.
Prague: ICS AS CR, 2001. 7 s. Technical Report, V-830.
R&D Projects: GA ČR GA201/00/1489
Grant - others:NATO(XE) PST.CLG.976870
Institutional research plan: AV0Z1030915
Keywords : nonlinear approximation * rates of approximation * variable-basis approximation * feedforward neural networks * covering numbers
Subject RIV: BA - General Mathematics
Permanent Link: http://hdl.handle.net/11104/0124875File Download Size Commentary Version Access v830-01.pdf 18 312.4 KB Other open-access - 6.0403728 - UIVT-O 990089 CZ eng V - Research Report
Kůrková, Věra - Sanguineti, M.
Dimension-Independent Approximation by Neural Networks and Its Comparison with Linear Approximation.
Prague: ICS AS CR, 1999. 16 s. Technical Report, V-789.
R&D Projects: GA ČR GA201/99/0092
Keywords : linear and nonlinear approximation * Kolmogorov width * dimension-independent approximation * curse of dimensionality * variation with respect to a set of functions * complexity of neural networks * one-hidden-layer perceptron networks
Permanent Link: http://hdl.handle.net/11104/0124021File Download Size Commentary Version Access v789-99.pdf 15 284.6 KB Other open-access - 7.0081360 - ÚI 2007 SIGLE CZ eng V - Research Report
Kainen, P.C. - Kůrková, Věra - Sanguineti, M.
Rates of Approximation of Smooth Functions by Gaussian Radial-Basis Networks.
Prague: ICS AS CR, 2006. 10 s. Technical Report, V-976.
R&D Projects: GA ČR GA201/05/0557
Institutional research plan: CEZ:AV0Z10300504
Keywords : multivariate data * correlation dimension * nearest neighbors * distribution mapping exponent * power approximation * classification * ML repository
Subject RIV: IN - Informatics, Computer Science
Permanent Link: http://hdl.handle.net/11104/0145254File Download Size Commentary Version Access v976-06.pdf 16 257.7 KB Other open-access