Ingo Steinwart: search on Z-Library

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1

Stability of Unstable Learning Algorithms

Don Hush, Clint Scovel, Ingo Steinwart

Journal:

Machine Learning

Year:

2007

Language:

english

File:

PDF, 338 KB

english, 2007

2

Mercer’s Theorem on General Domains: On the Interaction between Measures, Kernels, and RKHSs

Ingo Steinwart, Clint Scovel

Journal:

Constructive Approximation

Year:

2012

Language:

english

File:

PDF, 1.48 MB

english, 2012

3

How to Compare Different Loss Functions and Their Risks

Journal:

Constructive Approximation

Year:

2007

Language:

english

File:

PDF, 521 KB

english, 2007

4

Learning from dependent observations

Ingo Steinwart, Don Hush, Clint Scovel

Journal:

Journal of Multivariate Analysis

Year:

2009

Language:

english

File:

PDF, 1.08 MB

english, 2009

5

Consistency and robustness of kernel-based regression in convex risk minimization

Christmann, Andreas, Steinwart, Ingo

Journal:

Year:

2007

Language:

english

File:

PDF, 1.77 MB

english, 2007

6

Learning rates for kernel-based expectile regression

Farooq, Muhammad, Steinwart, Ingo

Journal:

Machine Learning

Year:

2018

Language:

english

File:

PDF, 622 KB

english, 2018

7

Consistency of kernel-based quantile regression

Andreas Christmann, Ingo Steinwart

Journal:

Applied Stochastic Models in Business and Industry

Year:

2008

Language:

english

File:

PDF, 200 KB

english, 2008

8

Entropy of C(K)-Valued Operators

Journal:

Journal of Approximation Theory

Year:

2000

Language:

english

File:

PDF, 252 KB

english, 2000

9

Support Vector Machines are Universally Consistent

Journal:

Journal of Complexity

Year:

2002

Language:

english

File:

PDF, 220 KB

english, 2002

10

Robust learning from bites for data mining

Andreas Christmann, Ingo Steinwart, Mia Hubert

Journal:

Computational Statistics & Data Analysis

Year:

2007

Language:

english

File:

PDF, 243 KB

english, 2007

11

Entropy of convex hulls—some Lorentz norm results

Journal:

Journal of Approximation Theory

Year:

2004

Language:

english

File:

PDF, 236 KB

english, 2004

12

Radial kernels and their reproducing kernel Hilbert spaces

Clint Scovel, Don Hush, Ingo Steinwart, James Theiler

Journal:

Journal of Complexity

Year:

2010

Language:

english

File:

PDF, 338 KB

english, 2010

13

[IEEE IGARSS 2010 - 2010 IEEE International Geoscience and Remote Sensing Symposium - Honolulu, HI, USA (2010.07.25-2010.07.30)] 2010 IEEE International Geoscience and Remote Sensing Symposium - Using support vector machines for anomalous change detection

Steinwart, Ingo, Theiler, James, Llamocca, Daniel

Year:

2010

Language:

english

File:

PDF, 156 KB

english, 2010

14

High Dimensional Probability || A New Concentration Result for Regularized Risk Minimizers

Ingo Steinwart, Don Hush and Clint Scovel

Journal:

IMS Lecture Notes--Monograph Series

Year:

2006

Language:

english

File:

PDF, 1.31 MB

english, 2006

15

Fast Rates for Support Vector Machines Using Gaussian Kernels

Ingo Steinwart and Clint Scovel

Journal:

The Annals of Statistics

Year:

2007

Language:

english

File:

PDF, 2.21 MB

english, 2007

16

LEARNING RATES FOR DENSITY LEVEL DETECTION

SCOVEL, CLINT, HUSH, DON, STEINWART, INGO

Journal:

Analysis and Applications

Year:

2005

Language:

english

File:

PDF, 251 KB

english, 2005

17

Metric Entropy of Convex Hulls in Type p Spaces-The Critical Case

Jakob Creutzig and Ingo Steinwart

Journal:

Proceedings of the American Mathematical Society

Year:

2002

Language:

english

File:

PDF, 257 KB

english, 2002

18

Consistency and Robustness of Kernel-Based Regression in Convex Risk Minimization

Andreas Christmann and Ingo Steinwart

Journal:

Year:

2007

Language:

english

File:

PDF, 1.81 MB

english, 2007

19

Consistency of Support Vector Machines for Forecasting the Evolution of an Unknown Ergodic Dynamical System from Observations with Unknown Noise

Ingo Steinwart and Marian Anghel

Journal:

The Annals of Statistics

Year:

2009

Language:

english

File:

PDF, 2.31 MB

english, 2009

20

Learning Theory Estimates with Observations from General Stationary Stochastic Processes

Hang, Hanyuan, Feng, Yunlong, Steinwart, Ingo, Suykens, Johan A. K.

Journal:

Neural Computation

Year:

2016

Language:

english

File:

PDF, 757 KB

english, 2016

21

10.1090/s0002-9939-01-06256-6

Creutzig, Jakob, Steinwart, Ingo

Journal:

Proceedings of the American Mathematical Society

Year:

2002

Language:

english

File:

PDF, 196 KB

english, 2002

22

Fully adaptive density-based clustering

Steinwart, Ingo

Journal:

The Annals of Statistics

Year:

2015

Language:

english

File:

PDF, 411 KB

english, 2015

23

Estimating conditional quantiles with the help of the pinball loss

Steinwart, Ingo, Christmann, Andreas

Journal:

Year:

2011

Language:

english

File:

PDF, 187 KB

english, 2011

24

Optimal regression rates for SVMs using Gaussian kernels

Eberts, Mona, Steinwart, Ingo

Journal:

Electronic Journal of Statistics

Year:

2013

Language:

english

File:

PDF, 479 KB

english, 2013

25

An SVM-like approach for expectile regression

Farooq, Muhammad, Steinwart, Ingo

Journal:

Computational Statistics & Data Analysis

Year:

2017

Language:

english

File:

PDF, 21.09 MB

english, 2017

26

A short note on the comparison of interpolation widths, entropy numbers, and Kolmogorov widths

Steinwart, Ingo

Journal:

Journal of Approximation Theory

Year:

2017

Language:

english

File:

PDF, 299 KB

english, 2017

27

A Bernstein-type inequality for some mixing processes and dynamical systems with an application to learning

Hang, Hanyuan, Steinwart, Ingo

Journal:

The Annals of Statistics

Year:

2017

Language:

english

File:

PDF, 404 KB

english, 2017

28

Representation of quasi-monotone functionals by families of separating hyperplanes

Steinwart, Ingo

Journal:

Mathematische Nachrichten

Year:

2017

Language:

english

File:

PDF, 367 KB

english, 2017

29

Consistency of support vector machines for forecasting the evolution of an unknown ergodic dynamical system from observations with unknown noise

Steinwart, Ingo, Anghel, Marian

Journal:

The Annals of Statistics

Year:

2009

Language:

english

File:

PDF, 331 KB

english, 2009

30

Convergence Types and Rates in Generic Karhunen-Loève Expansions with Applications to Sample Path Properties

Steinwart, Ingo

Journal:

Potential Analysis

Year:

2018

Language:

english

File:

PDF, 861 KB

english, 2018

31

Fast rates for support vector machines using Gaussian kernels

Steinwart, Ingo, Scovel, Clint

Journal:

The Annals of Statistics

Year:

2007

Language:

english

File:

PDF, 344 KB

english, 2007

32

Improved classification rates under refined margin conditions

Blaschzyk, Ingrid, Steinwart, Ingo

Journal:

Electronic Journal of Statistics

Year:

2018

Language:

english

File:

PDF, 396 KB

english, 2018

33

Strictly proper kernel scores and characteristic kernels on compact spaces

Steinwart, Ingo, Ziegel, Johanna F.

Journal:

Applied and Computational Harmonic Analysis

Year:

2019

File:

PDF, 553 KB

2019

34

A closer look at covering number bounds for Gaussian kernels

Steinwart, Ingo, Fischer, Simon

Journal:

Journal of Complexity

Year:

2020

File:

PDF, 394 KB

2020

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