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Publications Influence

A Distribution-Free Theory of Nonparametric Regression

- L. Györfi, M. Kohler, A. Krzyżak, H. Walk
- Mathematics, Computer Science
- Springer series in statistics
- 2002

Why is Nonparametric Regression Important? * How to Construct Nonparametric Regression Estimates * Lower Bounds * Partitioning Estimates * Kernel Estimates * k-NN Estimates * Splitting the Sample *… Expand

1,459 215- PDF

Methods of combining multiple classifiers and their applications to handwriting recognition

- L. Xu, A. Krzyżak, C. Suen
- Computer Science
- IEEE Trans. Syst. Man Cybern.
- 1 May 1992

TLDR

2,337 130- PDF

Rival penalized competitive learning for clustering analysis, RBF net, and curve detection

- L. Xu, A. Krzyżak, E. Oja
- Computer Science, Medicine
- IEEE Trans. Neural Networks
- 1 July 1993

TLDR

634 61

Learning and Design of Principal Curves

- B. Kégl, A. Krzyżak, T. Linder, K. Zeger
- Mathematics, Computer Science
- IEEE Trans. Pattern Anal. Mach. Intell.
- 1 March 2000

TLDR

337 52- PDF

Fast SVM training algorithm with decomposition on very large data sets

- Jian-xiong Dong, A. Krzyżak, C. Suen
- Computer Science, Medicine
- IEEE Transactions on Pattern Analysis and Machine…
- 1 April 2005

TLDR

235 15

On the Strong Universal Consistency of Nearest Neighbor Regression Function Estimates

- L. Devroye, L. Györfi, A. Krzyżak, G. Lugosi
- Mathematics
- 1 September 1994

Two results are presented concerning the consistency of the k-nearest neighbor regression estimate. We show that all modes of convergence in L 1 (in probability, almost sure, complete) are equivalent… Expand

223 15- PDF

Piecewise Linear Skeletonization Using Principal Curves

- B. Kégl, A. Krzyżak
- Mathematics, Computer Science
- IEEE Trans. Pattern Anal. Mach. Intell.
- 2002

TLDR

221 14- PDF

Image denoising using neighbouring wavelet coefficients

- G. Chen, T. D. Bui, A. Krzyżak
- Mathematics, Computer Science
- IEEE International Conference on Acoustics…
- 17 May 2004

TLDR

102 14- PDF

Principal curves: learning, design, and applications

- A. Krzyżak, B. Kégl
- Mathematics
- 2000

The subjects of this thesis are unsupervised learning in general, and principal curves in particular. Principal curves were originally defined by Hastie [Has84] and Hastie and Stuetzle [HS89]… Expand

64 14

Robust Estimation for Range Image Segmentation and Reconstruction

- X. Yu, T. D. Bui, A. Krzyżak
- Mathematics, Computer Science
- IEEE Trans. Pattern Anal. Mach. Intell.
- 1 May 1994

TLDR

120 12

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