| 2012 | ||
|---|---|---|
| j30 | Giorgio Gnecco, Vera Kurková, Marcello Sanguineti: Accuracy of approximations of solutions to Fredholm equations by kernel methods. Applied Mathematics and Computation 218(14): 7481-7497 (2012) | |
| j29 | Vera Kurková: Guest editorial: Adaptive and natural computing algorithms. Neurocomputing 96: 1 (2012) | |
| j28 | Vera Kurková: Complexity estimates based on integral transforms induced by computational units. Neural Networks 33: 160-167 (2012) | |
| j27 | Paul C. Kainen, Vera Kurková, Marcello Sanguineti: Dependence of Computational Models on Input Dimension: Tractability of Approximation and Optimization Tasks. IEEE Transactions on Information Theory 58(2): 1203-1214 (2012) | |
| c20 | ||
| c19 | Vera Kurková: Surrogate Modelling of Solutions of Integral Equations by Neural Networks. AIAI (1) 2012: 88-96 | |
| 2011 | ||
| j26 | Giorgio Gnecco, Vera Kurková, Marcello Sanguineti: Some comparisons of complexity in dictionary-based and linear computational models. Neural Networks 24(2): 171-182 (2011) | |
| j25 | Giorgio Gnecco, Vera Kurková, Marcello Sanguineti: Can dictionary-based computational models outperform the best linear ones? Neural Networks 24(8): 881-887 (2011) | |
| c18 | Giorgio Gnecco, Vera Kurková, Marcello Sanguineti: Bounds for Approximate Solutions of Fredholm Integral Equations Using Kernel Networks. ICANN (1) 2011: 126-133 | |
| c17 | Vera Kurková, Paul C. Kainen: Kernel Networks with Fixed and Variable Widths. ICANNGA (1) 2011: 12-21 | |
| 2010 | ||
| j24 | ||
| c16 | Giorgio Gnecco, Vera Kurková, Marcello Sanguineti: Some Comparisons of Model Complexity in Linear and Neural-Network Approximation. ICANN (3) 2010: 358-367 | |
| c15 | ||
| c14 | Vera Kurková: Learning from Data as an Optimization and Inverse Problem. IJCCI (Selected Papers) 2010: 361-372 | |
| 2009 | ||
| j23 | Paul C. Kainen, Vera Kurková, Marcello Sanguineti: Complexity of Gaussian-radial-basis networks approximating smooth functions. J. Complexity 25(1): 63-74 (2009) | |
| j22 | Paul C. Kainen, Vera Kurková: An Integral Upper Bound for Neural Network Approximation. Neural Computation 21(10): 2970-2989 (2009) | |
| c13 | ||
| c12 | Paul C. Kainen, Vera Kurková, Marcello Sanguineti: On Tractability of Neural-Network Approximation. ICANNGA 2009: 11-21 | |
| p2 | Vera Kurková: Estimates of Model Complexity in Neural-Network Learning. Innovations in Neural Information Paradigms and Applications 2009: 97-111 | |
| 2008 | ||
| j21 | Vera Kurková, Marcello Sanguineti: Approximate Minimization of the Regularized Expected Error over Kernel Models. Math. Oper. Res. 33(3): 747-756 (2008) | |
| j20 | Vera Kurková: Minimization of Error Functionals over Perceptron Networks. Neural Computation 20(1): 252-270 (2008) | |
| j19 | Vera Kurková, Marcello Sanguineti: Geometric Upper Bounds on Rates of Variable-Basis Approximation. IEEE Transactions on Information Theory 54(12): 5681-5688 (2008) | |
| c11 | Paul C. Kainen, Vera Kurková: Estimates of Network Complexity and Integral Representations. ICANN (1) 2008: 31-40 | |
| c10 | Vera Kurková, Marcello Sanguineti: Geometric Rates of Approximation by Neural Networks. SOFSEM 2008: 541-550 | |
| e2 | Vera Kurková, Roman Neruda, Jan Koutník (Eds.): Artificial Neural Networks - ICANN 2008 , 18th International Conference, Prague, Czech Republic, September 3-6, 2008, Proceedings, Part I. Lecture Notes in Computer Science 5163, Springer 2008, isbn 978-3-540-87535-2 | |
| e1 | Vera Kurková, Roman Neruda, Jan Koutník (Eds.): Artificial Neural Networks - ICANN 2008, 18th International Conference, Prague, Czech Republic, September 3-6, 2008, Proceedings, Part II. Lecture Notes in Computer Science 5164, Springer 2008, isbn 978-3-540-87558-1 | |
| 2007 | ||
| j18 | Vera Kurková, Marcello Sanguineti: Estimates of covering numbers of convex sets with slowly decaying orthogonal subsets. Discrete Applied Mathematics 155(15): 1930-1942 (2007) | |
| j17 | Paul C. Kainen, Vera Kurková, Andrew Vogt: A Sobolev-type upper bound for rates of approximation by linear combinations of Heaviside plane waves. Journal of Approximation Theory 147(1): 1-10 (2007) | |
| c9 | Paul C. Kainen, Vera Kurková, Marcello Sanguineti: Estimates of Approximation Rates by Gaussian Radial-Basis Functions. ICANNGA (2) 2007: 11-18 | |
| c8 | ||
| p1 | Vera Kurková: Generalization in Learning from Examples. Challenges for Computational Intelligence 2007: 343-363 | |
| 2005 | ||
| j16 | Vera Kurková: Neural Network Learning as an Inverse Problem. Logic Journal of the IGPL 13(5): 551-559 (2005) | |
| j15 | Vera Kurková, Marcello Sanguineti: Learning with generalization capability by kernel methods of bounded complexity. J. Complexity 21(3): 350-367 (2005) | |
| j14 | Paul C. Kainen, Vera Kurková, Marcello Sanguineti: Rates of Minimization of Error Functionals over Boolean Variable-Basis Functions. J. Math. Model. Algorithms 4(4): 355-368 (2005) | |
| j13 | Vera Kurková, Marcello Sanguineti: Error Estimates for Approximate Optimization by the Extended Ritz Method. SIAM Journal on Optimization 15(2): 461-487 (2005) | |
| 2004 | ||
| j12 | Paul C. Kainen, Vera Kurková, Marcello Sanguineti: Minimization of Error Functionals over Variable-Basis Functions. SIAM Journal on Optimization 14(3): 732-742 (2004) | |
| 2003 | ||
| j11 | Paul C. Kainen, Vera Kurková, Andrew Vogt: Best approximation by linear combinations of characteristic functions of half-spaces. Journal of Approximation Theory 122(2): 151-159 (2003) | |
| 2002 | ||
| j10 | Vera Kurková, Marcello Sanguineti: Comparison of worst case errors in linear and neural network approximation. IEEE Transactions on Information Theory 48(1): 264-275 (2002) | |
| 2001 | ||
| j9 | Paul C. Kainen, Vera Kurková, Andrew Vogt: Continuity of Approximation by Neural Networks in Lp Spaces. Annals OR 101(1-4): 143-147 (2001) | |
| j8 | Vera Kurková, Marcello Sanguineti: Bounds on rates of variable-basis and neural-network approximation. IEEE Transactions on Information Theory 47(6): 2659-2665 (2001) | |
| c7 | Vera Kurková, Marcello Sanguineti: Tight Bounds on Rates of Neural-Network Approximation. ICANN 2001: 277-284 | |
| 2000 | ||
| j7 | Paul C. Kainen, Vera Kurková, Andrew Vogt: Best approximation by Heaviside perceptron networks. Neural Networks 13(7): 695-697 (2000) | |
| c6 | Vera Kurková, Marcello Sanguineti: Comparison of Rates of Linear and Neural Network Approximation. IJCNN (1) 2000: 277-282 | |
| 1999 | ||
| j6 | Paul C. Kainen, Vera Kurková, Andrew Vogt: Approximation by neural networks is not continuous. Neurocomputing 29(1-3): 47-56 (1999) | |
| 1998 | ||
| j5 | Vera Kurková, Petr Savický, Katerina Hlavácková-Schindler: Representations and rates of approximation of real-valued Boolean functions by neural networks. Neural Networks 11(4): 651-659 (1998) | |
| c5 | ||
| 1997 | ||
| j4 | Vera Kurková, Paul C. Kainen, Vladik Kreinovich: Estimates of the Number of Hidden Units and Variation with Respect to Half-Spaces. Neural Networks 10(6): 1061-1068 (1997) | |
| 1996 | ||
| c4 | Katerina Hlavácková-Schindler, Vera Kurková: Rates of approximation of real-valued boolean functions by neural networks. ESANN 1996 | |
| 1995 | ||
| c3 | Vera Kurková: Approximation of functions by Gaussian RBF networks with bouded number of hidden units. ESANN 1995 | |
| 1994 | ||
| j3 | Vera Kurková, Paul C. Kainen: Functionally Equivalent Feedforward Neural Networks. Neural Computation 6(3): 543-558 (1994) | |
| j2 | Paul C. Kainen, Vera Kurková, Vladik Kreinovich, Ongard Sirisaengtaksin: Uniqueness of network parametrization and faster learning. Neural Parallel & Scientific Comp. 2(4): 459-466 (1994) | |
| c2 | Vera Kurková, Katerina Hlavácková-Schindler: Approximation of continuous functions by RBF and KBF networks. ESANN 1994 | |
| 1992 | ||
| j1 | Vera Kurková: Kolmogorov's theorem and multilayer neural networks. Neural Networks 5(3): 501-506 (1992) | |
| c1 | Vera Kurková: Universal Approximation Using Feedforward Neural Networks with Gaussian Bar Units. ECAI 1992: 193-197 | |
| 1 | Giorgio Gnecco | |
| 2 | Katerina Hlavácková-Schindler | |
| 3 | Paul C. Kainen | |
| 4 | Jan Koutník | |
| 5 | Vladik Kreinovich | |
| 6 | Roman Neruda | |
| 7 | Marcello Sanguineti | |
| 8 | Petr Savický | |
| 9 | Ongard Sirisaengtaksin | |
| 10 | Andrew Vogt |
Colors in the list of coauthors
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