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Vera Kurková
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Publications
- 2023
- [j43]Vera Kurková, Marcello Sanguineti:
Approximation of classifiers by deep perceptron networks. Neural Networks 165: 654-661 (2023) - 2021
- [j42]Vera Kurková, Marcello Sanguineti:
Correlations of random classifiers on large data sets. Soft Comput. 25(19): 12641-12648 (2021) - 2019
- [j37]Vera Kurková, Marcello Sanguineti:
Classification by Sparse Neural Networks. IEEE Trans. Neural Networks Learn. Syst. 30(9): 2746-2754 (2019) - [c36]Vera Kurková, Marcello Sanguineti:
Probabilistic Bounds for Binary Classification of Large Data Sets. INNSBDDL 2019: 309-319 - 2018
- [c34]Vera Kurková, Marcello Sanguineti:
Probabilistic Bounds on Complexity of Networks Computing Binary Classification Tasks. ITAT 2018: 86-91 - 2017
- [j35]Vera Kurková, Marcello Sanguineti:
Probabilistic lower bounds for approximation by shallow perceptron networks. Neural Networks 91: 34-41 (2017) - 2016
- [j34]Vera Kurková, Marcello Sanguineti:
Model complexities of shallow networks representing highly varying functions. Neurocomputing 171: 598-604 (2016) - 2014
- [c26]Vera Kurková, Marcello Sanguineti:
Complexity of Shallow Networks Representing Functions with Large Variations. ICANN 2014: 331-338 - 2013
- [c25]Vera Kurková, Marcello Sanguineti:
Can Two Hidden Layers Make a Difference? ICANNGA 2013: 30-39 - [p4]Paul C. Kainen, Vera Kurková, Marcello Sanguineti:
Approximating Multivariable Functions by Feedforward Neural Nets. Handbook on Neural Information Processing 2013: 143-181 - 2012
- [j32]Giorgio Gnecco, Vera Kurková, Marcello Sanguineti:
Accuracy of approximations of solutions to Fredholm equations by kernel methods. Appl. Math. Comput. 218(14): 7481-7497 (2012) - [j29]Paul C. Kainen, Vera Kurková, Marcello Sanguineti:
Dependence of Computational Models on Input Dimension: Tractability of Approximation and Optimization Tasks. IEEE Trans. Inf. Theory 58(2): 1203-1214 (2012) - 2011
- [j28]Giorgio Gnecco, Vera Kurková, Marcello Sanguineti:
Some comparisons of complexity in dictionary-based and linear computational models. Neural Networks 24(2): 171-182 (2011) - [j27]Giorgio Gnecco, Vera Kurková, Marcello Sanguineti:
Can dictionary-based computational models outperform the best linear ones? Neural Networks 24(8): 881-887 (2011) - [c21]Giorgio Gnecco, Vera Kurková, Marcello Sanguineti:
Bounds for Approximate Solutions of Fredholm Integral Equations Using Kernel Networks. ICANN (1) 2011: 126-133 - 2010
- [c19]Giorgio Gnecco, Vera Kurková, Marcello Sanguineti:
Some Comparisons of Model Complexity in Linear and Neural-Network Approximation. ICANN (3) 2010: 358-367 - 2009
- [j25]Paul C. Kainen, Vera Kurková, Marcello Sanguineti:
Complexity of Gaussian-radial-basis networks approximating smooth functions. J. Complex. 25(1): 63-74 (2009) - [c15]Paul C. Kainen, Vera Kurková, Marcello Sanguineti:
On Tractability of Neural-Network Approximation. ICANNGA 2009: 11-21 - 2008
- [j23]Vera Kurková, Marcello Sanguineti:
Approximate Minimization of the Regularized Expected Error over Kernel Models. Math. Oper. Res. 33(3): 747-756 (2008) - [j21]Vera Kurková, Marcello Sanguineti:
Geometric Upper Bounds on Rates of Variable-Basis Approximation. IEEE Trans. Inf. Theory 54(12): 5681-5688 (2008) - [c13]Vera Kurková, Marcello Sanguineti:
Geometric Rates of Approximation by Neural Networks. SOFSEM 2008: 541-550 - 2007
- [j20]Vera Kurková, Marcello Sanguineti:
Estimates of covering numbers of convex sets with slowly decaying orthogonal subsets. Discret. Appl. Math. 155(15): 1930-1942 (2007) - [c12]Paul C. Kainen, Vera Kurková, Marcello Sanguineti:
Estimates of Approximation Rates by Gaussian Radial-Basis Functions. ICANNGA (2) 2007: 11-18 - 2005
- [j17]Vera Kurková, Marcello Sanguineti:
Learning with generalization capability by kernel methods of bounded complexity. J. Complex. 21(3): 350-367 (2005) - [j16]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) - [j15]Vera Kurková, Marcello Sanguineti:
Error Estimates for Approximate Optimization by the Extended Ritz Method. SIAM J. Optim. 15(2): 461-487 (2005) - 2004
- [j14]Paul C. Kainen, Vera Kurková, Marcello Sanguineti:
Minimization of Error Functionals over Variable-Basis Functions. SIAM J. Optim. 14(3): 732-742 (2004) - 2003
- [c10]Vera Kurková, Marcello Sanguineti:
Neural network learning as approximate optimization. ICANNGA 2003: 53-57 - 2002
- [j12]Vera Kurková, Marcello Sanguineti:
Comparison of worst case errors in linear and neural network approximation. IEEE Trans. Inf. Theory 48(1): 264-275 (2002) - 2001
- [j10]Vera Kurková, Marcello Sanguineti:
Bounds on rates of variable-basis and neural-network approximation. IEEE Trans. Inf. Theory 47(6): 2659-2665 (2001) - [c9]Vera Kurková, Marcello Sanguineti:
Tight Bounds on Rates of Neural-Network Approximation. ICANN 2001: 277-284 - 2000
- [c8]Vera Kurková, Marcello Sanguineti:
Comparison of Rates of Linear and Neural Network Approximation. IJCNN (1) 2000: 277-282
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