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1

Nonlinear Component Analysis as a Kernel Eigenvalue Problem

Schölkopf, Bernhard, Smola, Alexander, Müller, Klaus-Robert

Journal:

Neural Computation

Year:

1998

Language:

english

File:

PDF, 980 KB

english, 1998

2

[Lecture Notes in Computer Science] Explainable AI: Interpreting, Explaining and Visualizing Deep Learning Volume 11700 ||

Samek, Wojciech, Montavon, Grégoire, Vedaldi, Andrea, Hansen, Lars Kai, Muller, Klaus-Robert

Year:

2019

Language:

english

File:

PDF, 58.17 MB

english, 2019

3

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Efficient BackProp

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 1.03 MB

english, 2012

4

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || A Practical Guide to Training Restricted Boltzmann Machines

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 594 KB

english, 2012

5

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Practical Recommendations for Gradient-Based Training of Deep Architectures

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 779 KB

english, 2012

6

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Stochastic Gradient Descent Tricks

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 649 KB

english, 2012

7

Understanding kernel ridge regression: Common behaviors from simple functions to density functionals

Vu, Kevin, Snyder, John C., Li, Li, Rupp, Matthias, Chen, Brandon F., Khelif, Tarek, Müller, Klaus-Robert, Burke, Kieron

Journal:

International Journal of Quantum Chemistry

Year:

2015

Language:

english

File:

PDF, 1.33 MB

english, 2015

8

Machine learning for real-time single-trial EEG-analysis: From brain–computer interfacing to mental state monitoring

Klaus-Robert Müller, Michael Tangermann, Guido Dornhege, Matthias Krauledat, Gabriel Curio, Benjamin Blankertz

Journal:

Journal of Neuroscience Methods

Year:

2008

Language:

english

File:

PDF, 834 KB

english, 2008

9

Machine Learning Models for Lipophilicity and Their Domain of Applicability

Schroeter, Timon, Schwaighofer, Anton, Mika, Sebastian, Ter Laak, Antonius, Suelzle, Detlev, Ganzer, Ursula, Heinrich, Nikolaus, Müller, Klaus-Robert

Journal:

Molecular Pharmaceutics

Year:

2007

Language:

english

File:

PDF, 601 KB

english, 2007

10

Introduction to machine learning for brain imaging

Steven Lemm, Benjamin Blankertz, Thorsten Dickhaus, Klaus-Robert Müller

Journal:

Year:

2011

Language:

english

File:

PDF, 1.06 MB

english, 2011

11

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Deep Learning via Semi-supervised Embedding

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 584 KB

english, 2012

12

PREDICTION OF FINANCIAL DATA WITH HIDDEN MARKOV MIXTURES OF EXPERTS

LIEHR, STEFAN, PAWELZIK, KLAUS, KOHLMORGEN, JENS, LEMM, STEVEN, MÜLLER, KLAUS-ROBERT

Journal:

International Journal of Theoretical and Applied Finance

Year:

2000

Language:

english

File:

PDF, 65 KB

english, 2000

13

[IEEE 2019 International Joint Conference on Neural Networks (IJCNN) - Budapest, Hungary (2019.7.14-2019.7.19)] 2019 International Joint Conference on Neural Networks (IJCNN) - Sparse Binary Compression: Towards Distributed Deep Learning with minimal Communication

Sattler, Felix, Wiedemann, Simon, Muller, Klaus-Robert, Samek, Wojciech

Year:

2019

Language:

english

File:

PDF, 694 KB

english, 2019

14

Mammography Image Quality Assurance Using Deep Learning

Kretz, Tobias, Muller, Klaus-Robert, Schaeffter, Tobias, Elster, Clemens

Journal:

IEEE Transactions on Biomedical Engineering

Year:

2020

File:

PDF, 8.28 MB

2020

15

On-line learning in changing environments with applications in supervised and unsupervised learning

Noboru Murata, Motoaki Kawanabe, Andreas Ziehe, Klaus-Robert Müller, Shun-ichi Amari

Journal:

Neural Networks

Year:

2002

Language:

english

File:

PDF, 1.07 MB

english, 2002

16

The non-invasive Berlin Brain–Computer Interface: Fast acquisition of effective performance in untrained subjects

Benjamin Blankertz, Guido Dornhege, Matthias Krauledat, Klaus-Robert Müller, Gabriel Curio

Journal:

Year:

2007

Language:

english

File:

PDF, 1.49 MB

english, 2007

17

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Early Stopping — But When?

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 587 KB

english, 2012

18

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Big Learning and Deep Neural Networks

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 313 KB

english, 2012

19

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Neural Network Classification and Prior Class Probabilities

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 618 KB

english, 2012

20

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Training Deep and Recurrent Networks with Hessian-Free Optimization

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 953 KB

english, 2012

21

Robustly Estimating the Flow Direction of Information in Complex Physical Systems

Nolte, Guido, Ziehe, Andreas, Nikulin, Vadim V., Schlögl, Alois, Krämer, Nicole, Brismar, Tom, Müller, Klaus-Robert

Journal:

Physical Review Letters

Year:

2008

Language:

english

File:

PDF, 484 KB

english, 2008

22

Trading Variance Reduction with Unbiasedness: The Regularized Subspace Information Criterion for Robust Model Selection in Kernel Regression

Sugiyama, Masashi, Kawanabe, Motoaki, Müller, Klaus-Robert

Journal:

Neural Computation

Year:

2004

Language:

english

File:

PDF, 185 KB

english, 2004

23

Effect of higher frequency on the classification of steady-state visual evoked potentials

Won, Dong-Ok, Hwang, Han-Jeong, Dähne, Sven, Müller, Klaus-Robert, Lee, Seong-Whan

Journal:

Journal of Neural Engineering

Year:

2016

Language:

english

File:

PDF, 1.26 MB

english, 2016

24

Bypassing the Kohn-Sham equations with machine learning

Brockherde, Felix, Vogt, Leslie, Li, Li, Tuckerman, Mark E., Burke, Kieron, Müller, Klaus-Robert

Journal:

Nature Communications

Year:

2017

Language:

english

File:

PDF, 1.32 MB

english, 2017

25

Methods for Interpreting and Understanding Deep Neural Networks

Montavon, Grégoire, Samek, Wojciech, Müller, Klaus-Robert

Journal:

Digital Signal Processing

Year:

2017

Language:

english

File:

PDF, 1.97 MB

english, 2017

26

Explaining the unique nature of individual gait patterns with deep learning

Horst, Fabian, Lapuschkin, Sebastian, Samek, Wojciech, Müller, Klaus-Robert, Schöllhorn, Wolfgang I.

Journal:

Scientific Reports

Year:

2019

Language:

english

File:

PDF, 2.85 MB

english, 2019

27

N-ary decomposition for multi-class classification

Zhou, Joey Tianyi, Tsang, Ivor W., Ho, Shen-Shyang, Müller, Klaus-Robert

Journal:

Machine Learning

Year:

2019

Language:

english

File:

PDF, 701 KB

english, 2019

28

Robust and Communication-Efficient Federated Learning From Non-i.i.d. Data

Sattler, Felix, Wiedemann, Simon, Muller, Klaus-Robert, Samek, Wojciech

Journal:

IEEE Transactions on Neural Networks and Learning Systems

Year:

2019

Language:

english

File:

PDF, 2.78 MB

english, 2019

29

Truxillic acid derivatives act as peroxisome proliferator-activated receptor γ activators

Ramona Steri, Matthias Rupp, Ewgenij Proschak, Timon Schroeter, Heiko Zettl, Katja Hansen, Oliver Schwarz, Lutz Müller-Kuhrt, Klaus-Robert Müller, Gisbert Schneider, Manfred Schubert-Zsilavecz

Journal:

Bioorganic & Medicinal Chemistry Letters

Year:

2010

Language:

english

File:

PDF, 359 KB

english, 2010

30

Temporal kernel CCA and its application in multimodal neuronal data analysis

Felix Bießmann, Frank C. Meinecke, Arthur Gretton, Alexander Rauch, Gregor Rainer, Nikos K. Logothetis, Klaus-Robert Müller

Journal:

Machine Learning

Year:

2010

Language:

english

File:

PDF, 1.14 MB

english, 2010

31

The Berlin Brain-Computer Interface (BBCI) – towards a new communication channel for online control in gaming applications

Roman Krepki, Benjamin Blankertz, Gabriel Curio, Klaus-Robert Müller

Journal:

Multimedia Tools and Applications

Year:

2007

Language:

english

File:

PDF, 690 KB

english, 2007

32

10.1038/19839

Jähnichen, Stefan, Müller, Klaus-Robert, Cross, Michael

Journal:

Year:

1999

Language:

english

File:

PDF, 100 KB

english, 1999

33

On Taxonomies for Multi-class Image Categorization

Alexander Binder, Klaus-Robert Müller, Motoaki Kawanabe

Journal:

International Journal of Computer Vision

Year:

2012

Language:

english

File:

PDF, 1.79 MB

english, 2012

34

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 1524 || Efficient BackProp

Orr, Genevieve B., Müller, Klaus-Robert

Year:

1998

Language:

english

File:

PDF, 1008 KB

english, 1998

35

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Tricks for Time Series

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 390 KB

english, 2012

36

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Introduction

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 371 KB

english, 2012

37

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Forecasting with Recurrent Neural Networks: 12 Tricks

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 1.02 MB

english, 2012

38

Neurophysiological predictor of SMR-based BCI performance

Benjamin Blankertz, Claudia Sannelli, Sebastian Halder, Eva M. Hammer, Andrea Kübler, Klaus-Robert Müller, Gabriel Curio, Thorsten Dickhaus

Journal:

Year:

2010

Language:

english

File:

PDF, 667 KB

english, 2010

39

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Implementing Neural Networks Efficiently

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 672 KB

english, 2012

40

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Regularization Techniques to Improve Generalization

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 391 KB

english, 2012

41

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Solving the Ill-Conditioning in Neural Network Learning

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 684 KB

english, 2012

42

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || How to Train Neural Networks

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 898 KB

english, 2012

43

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Transformation Invariance in Pattern Recognition – Tangent Distance and Tangent Propagation

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 1.28 MB

english, 2012

44

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Representing and Incorporating Prior Knowledge in Neural Network Training

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 368 KB

english, 2012

45

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || 10 Steps and Some Tricks to Set up Neural Reinforcement Controllers

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 696 KB

english, 2012

46

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Learning Feature Representations with K-Means

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 2.07 MB

english, 2012

47

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 || Centering Neural Network Gradient Factors

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 630 KB

english, 2012

48

[Lecture Notes in Computer Science] Neural Networks: Tricks of the Trade Volume 7700 ||

Montavon, Grégoire, Orr, Geneviève B., Müller, Klaus-Robert

Year:

2012

Language:

english

File:

PDF, 382 KB

english, 2012

49

Classifying ‘Drug-likeness' with Kernel-Based Learning Methods

Müller, Klaus-Robert, Rätsch, Gunnar, Sonnenburg, Sören, Mika, Sebastian, Grimm, Michael, Heinrich, Nikolaus

Journal:

Journal of Chemical Information and Modeling

Year:

2005

Language:

english

File:

PDF, 84 KB

english, 2005

50

Finding Density Functionals with Machine Learning

Snyder, John C., Rupp, Matthias, Hansen, Katja, Müller, Klaus-Robert, Burke, Kieron

Journal:

Physical Review Letters

Year:

2012

Language:

english

File:

PDF, 311 KB

english, 2012

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