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1

[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

2

[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

3

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

4

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

5

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

6

Performative utterances and the concept of contract

Journal:

Australasian Journal of Philosophy

Year:

1965

Language:

english

File:

PDF, 788 KB

english, 1965

7

[IEEE 2015 3rd International Winter Conference on Brain-Computer Interface (BCI) - Gangwon-Do, South Korea (2015.1.12-2015.1.14)] The 3rd International Winter Conference on Brain-Computer Interface - Robust common spatial patterns based on Bhattacharyya distance and Gamma divergence

Brandl, Stephanie, Muller, Klaus-Robert, Samek, Wojciech

Year:

2015

Language:

english

File:

PDF, 133 KB

english, 2015

8

Punishment: A Postscript to two Prolegomena

Samek, Robert A.

Journal:

Year:

1966

Language:

english

File:

PDF, 1.08 MB

english, 1966

9

The Legal Point of View

Samek, Robert A.

Journal:

Stanford Law Review

Year:

1974

Language:

english

File:

PDF, 326 KB

english, 1974

10

Punishment: A Postscript to Two Prolegomena

Robert A. Samek

Journal:

Year:

1966

Language:

english

File:

PDF, 1.77 MB

english, 1966

11

Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment

Bosse, Sebastian, Maniry, Dominique, Muller, Klaus-Robert, Wiegand, Thomas, Samek, Wojciech

Journal:

IEEE Transactions on Image Processing

Year:

2017

Language:

english

File:

PDF, 2.62 MB

english, 2017

12

Sharing hash codes for multiple purposes

Pronobis, Wiktor, Panknin, Danny, Kirschnick, Johannes, Srinivasan, Vignesh, Samek, Wojciech, Markl, Volker, Kaul, Manohar, Müller, Klaus-Robert, Nakajima, Shinichi

Journal:

Japanese Journal of Statistics and Data Science

Year:

2018

Language:

english

File:

PDF, 4.60 MB

english, 2018

13

"What is relevant in a text document?": An interpretable machine learning approach

Arras, Leila, Horn, Franziska, Montavon, Grégoire, Müller, Klaus-Robert, Samek, Wojciech, Sidorov, Grigori

Journal:

Year:

2017

Language:

english

File:

PDF, 9.34 MB

english, 2017

14

Resolving challenges in deep learning-based analyses of histopathological images using explanation methods

HÃ¤gele, Miriam, Seegerer, Philipp, Lapuschkin, Sebastian, Bockmayr, Michael, Samek, Wojciech, Klauschen, Frederick, MÃ¼ller, Klaus-Robert, Binder, Alexander

Journal:

Scientific Reports

Year:

2020

File:

PDF, 2.12 MB

2020

15

Building Capacity for the Continuous Improvement of Health-Promoting Schools

Tena B. Hoyle, Beverly B. Samek, Robert F. Valois

Journal:

Journal of School Health

Year:

2008

Language:

english

File:

PDF, 188 KB

english, 2008

16

Bookreviews

Dagmar Jičínská, Eduard Brabec, Marcel Rejmánek, Jan Jeník, Joří Haager, Josef Holub, Věroslav Samek, Hana Rambousková, Josef Holub, Marie Naděžda Končalová, Robert Neuhäusl, Josev Kyncl, František Kr

Journal:

Folia Geobotanica

Year:

1982

Language:

english

File:

PDF, 1.44 MB

english, 1982

17

Bookreviews

Tomáš Herben, Blanka Pacltová, František Kotlaba, Zdeněk Pouzar, Bohdan Křísa, Dagmar Dykyjová, Juraj Harmatha, Zlatko Kvaček, M. Blažek, V. Samek, František Krahulec, Robert Neuhäusl

Journal:

Folia Geobotanica

Year:

1991

Language:

english

File:

PDF, 582 KB

english, 1991

18

Enhanced representation and multi-task learning for image annotation

Binder, Alexander, Samek, Wojciech, Müller, Klaus-Robert, Kawanabe, Motoaki

Journal:

Computer Vision and Image Understanding

Year:

2013

Language:

english

File:

PDF, 1.88 MB

english, 2013

19

Transferring Subspaces Between Subjects in Brain--Computer Interfacing

Samek, Wojciech, Meinecke, Frank C., Muller, Klaus-Robert

Journal:

IEEE Transactions on Biomedical Engineering

Year:

2013

Language:

english

File:

PDF, 708 KB

english, 2013

20

Divergence-Based Framework for Common Spatial Patterns Algorithms

Samek, Wojciech, Kawanabe, Motoaki, Muller, Klaus-Robert

Journal:

IEEE Reviews in Biomedical Engineering

Year:

2014

Language:

english

File:

PDF, 4.36 MB

english, 2014

21

[IEEE 2014 International Winter Workshop on Brain-Computer Interface (BCI) - Gangwon province, Korea (South) (2014.02.17-2014.02.19)] 2014 International Winter Workshop on Brain-Computer Interface (BCI) - Information geometry meets BCI spatial filtering using divergences

Samek, Wojciech, Muller, Klaus-Robert

Year:

2014

Language:

english

File:

PDF, 880 KB

english, 2014

22

[IEEE 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) - Osaka (2013.7.3-2013.7.7)] 2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) - Multiple Kernel Learning for Brain-Computer Interfacing

Samek, Wojciech, Binder, Alexander, Muller, Klaus-Robert

Year:

2013

Language:

english

File:

PDF, 1.93 MB

english, 2013

23

Robust Common Spatial Filters with a Maxmin Approach

Kawanabe, Motoaki, Samek, Wojciech, Müller, Klaus-Robert, Vidaurre, Carmen

Journal:

Neural Computation

Year:

2014

Language:

english

File:

PDF, 985 KB

english, 2014

24

Stationary common spatial patterns for brain–computer interfacing

Samek, Wojciech, Vidaurre, Carmen, Müller, Klaus-Robert, Kawanabe, Motoaki

Journal:

Journal of Neural Engineering

Year:

2012

Language:

english

File:

PDF, 1.07 MB

english, 2012

25

Learning From More Than One Data Source: Data Fusion Techniques for Sensorimotor Rhythm-Based Brain–Computer Interfaces

Fazli, Siamac, Dahne, Sven, Samek, Wojciech, Bieszmann, Felix, Muller, Klaus-Robert

Journal:

Proceedings of the IEEE

Year:

2015

Language:

english

File:

PDF, 925 KB

english, 2015

26

SPIE Proceedings [SPIE SPIE Optics + Optoelectronics - Prague, Czech Republic (Monday 18 April 2011)] Optical Sensors 2011; and Photonic Crystal Fibers V - Raman microspectroscopy based sensor of algal lipid unsaturation

Samek, Ota, Pilát, Zdeněk, Jonáš, Alexandr, Zemánek, Pavel, Šerý, Mojmír, Ježek, Jan, Bernatová, Silvie, Nedbal, Ladislav, Trtílek, Martin, Baldini, Francesco, Homola, Jiri, Lieberman, Robert A., Kall

Year:

2011

Language:

english

File:

PDF, 228 KB

english, 2011

27

Multivariate Machine Learning Methods for Fusing Multimodal Functional Neuroimaging Data

Dahne, Sven, Biebmann, Felix, Samek, Wojciech, Haufe, Stefan, Goltz, Dominique, Gundlach, Christopher, Villringer, Arno, Fazli, Siamac, Muller, Klaus-Robert

Journal:

Proceedings of the IEEE

Year:

2015

Language:

english

File:

PDF, 1.80 MB

english, 2015

28

[IEEE 2015 23rd European Signal Processing Conference (EUSIPCO) - Nice, France (2015.8.31-2015.9.4)] 2015 23rd European Signal Processing Conference (EUSIPCO) - Tackling noise, artifacts and nonstationarity in BCI with robust divergences

Samek, Wojciech, Muller, Klaus-Robert

Year:

2015

Language:

english

File:

PDF, 251 KB

english, 2015

29

[IEEE 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) - Milan (2015.8.25-2015.8.29)] 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) - Investigating effects of different artefact types on motor imagery BCI

Frolich, Laura, Winkler, Irene, Muller, Klaus-Robert, Samek, Wojciech

Year:

2015

Language:

english

File:

PDF, 1.51 MB

english, 2015

30

[IEEE 2015 7th International IEEE/EMBS Conference on Neural Engineering (NER) - Montpellier, France (2015.4.22-2015.4.24)] 2015 7th International IEEE/EMBS Conference on Neural Engineering (NER) - Bringing BCI into everyday life: Motor imagery in a pseudo realistic environment

Brandl, Stephanie, Hohne, Johannes, Muller, Klaus-Robert, Samek, Wojciech

Year:

2015

Language:

english

File:

PDF, 509 KB

english, 2015

31

Machine Learning Methods of the Berlin Brain-Computer Interface

Vidaurre, Carmen, Sannelli, Claudia, Samek, Wojciech, Dähne, Sven, Müller, Klaus-Robert

Journal:

IFAC-PapersOnLine

Year:

2015

Language:

english

File:

PDF, 760 KB

english, 2015

32

SPIE Proceedings [SPIE SPIE BiOS - San Francisco, California, United States (Saturday 13 February 2016)] Imaging, Manipulation, and Analysis of Biomolecules, Cells, and Tissues IX - Time evolution of trapped single cell microorganism

Farkas, Daniel L., Nicolau, Dan V., Leif, Robert C., Bernatova, Silvie, Samek, Ota, Obruca, Stanislav, Sery, Mojmir, Zemanek, Pavel, Marova, Ivana

Year:

2016

Language:

english

File:

PDF, 1.74 MB

english, 2016

33

Multiscale temporal neural dynamics predict performance in a complex sensorimotor task

Samek, Wojciech, Blythe, Duncan A.J., Curio, Gabriel, Müller, Klaus-Robert, Blankertz, Benjamin, Nikulin, Vadim V.

Journal:

Year:

2016

Language:

english

File:

PDF, 884 KB

english, 2016

34

Brain–computer interfacing under distraction: an evaluation study

Brandl, Stephanie, Frølich, Laura, Höhne, Johannes, Müller, Klaus-Robert, Samek, Wojciech

Journal:

Journal of Neural Engineering

Year:

2016

Language:

english

File:

PDF, 2.67 MB

english, 2016

35

Interpretable Deep Neural Networks for Single-Trial EEG Classification

Sturm, Irene, Lapuschkin, Sebastian, Samek, Wojciech, Müller, Klaus-Robert

Journal:

Journal of Neuroscience Methods

Year:

2016

Language:

english

File:

PDF, 4.99 MB

english, 2016

36

[IEEE 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) - Las Vegas, NV, USA (2016.6.27-2016.6.30)] 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) - Analyzing Classifiers: Fisher Vectors and Deep Neural Networks

Lapuschkin, Sebastian, Binder, Alexander, Montavon, Gregoire, Muller, Klaus-Robert, Samek, Wojciech

Year:

2016

Language:

english

File:

PDF, 3.14 MB

english, 2016

37

Explaining nonlinear classification decisions with deep Taylor decomposition

Montavon, Grégoire, Lapuschkin, Sebastian, Binder, Alexander, Samek, Wojciech, Müller, Klaus-Robert

Journal:

Pattern Recognition

Year:

2017

Language:

english

File:

PDF, 1.06 MB

english, 2017

38

Influence of Extractive Solvents on Lipid and Fatty Acids Content of Edible Freshwater Algal and Seaweed Products, the Green Microalga Chlorella kessleri and the Cyanobacterium Spirulina platensis

Ambrozova, Jarmila, Misurcova, Ladislava, Vicha, Robert, Machu, Ludmila, Samek, Dusan, Baron, Mojmir, Mlcek, Jiri, Sochor, Jiri, Jurikova, Tunde

Journal:

Year:

2014

Language:

english

File:

PDF, 325 KB

english, 2014

39

[IEEE 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC) - Budapest, Hungary (2016.10.9-2016.10.12)] 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC) - Alternative CSP approaches for multimodal distributed BCI data

Brandl, Stephanie, Muller, Klaus-Robert, Samek, Wojciech

Year:

2016

Language:

english

File:

PDF, 687 KB

english, 2016

40

[IEEE 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC) - Budapest, Hungary (2016.10.9-2016.10.12)] 2016 IEEE International Conference on Systems, Man, and Cybernetics (SMC) - Brain-Computer Interfacing for multimedia quality assessment

Bosse, Sebastian, Muller, Klaus-Robert, Wiegand, Thomas, Samek, Wojciech

Year:

2016

Language:

english

File:

PDF, 997 KB

english, 2016

41

Assessing Perceived Image Quality Using Steady-State Visual Evoked Potentials and Spatio-Spectral Decomposition

Bosse, Sebastian, Acqualagna, Laura, Samek, Wojciech, Porbadnigk, Anne K., Curio, Gabriel, Blankertz, Benjamin, Muller, Klaus-Robert, Wiegand, Thomas

Journal:

IEEE Transactions on Circuits and Systems for Video Technology

Year:

2017

Language:

english

File:

PDF, 3.26 MB

english, 2017

42

Objective quality assessment of stereoscopic images with vertical disparity using EEG

Avarvand, Forooz Shahbazi, Bosse, Sebastian, Müller, Klaus-Robert, Schäfer, Ralf, Nolte, Guido, Wiegand, Thomas, Curio, Gabriel, Samek, Wojciech

Journal:

Journal of Neural Engineering

Year:

2017

Language:

english

File:

PDF, 4.90 MB

english, 2017

43

[IEEE ICASSP 2017 - 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - New Orleans, LA, USA (2017.3.5-2017.3.9)] 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) - Interpretable human action recognition in compressed domain

Srinivasan, Vignesh, Lapuschkin, Sebastian, Hellge, Cornelius, Muller, Klaus-Robert, Samek, Wojciech

Year:

2017

Language:

english

File:

PDF, 1.16 MB

english, 2017

44

On robust parameter estimation in brain-computer interfacing

Samek, Wojciech, Nakajima, Shinichi, Kawanabe, Motoaki, Mueller, Klaus-Robert

Journal:

Journal of Neural Engineering

Year:

2017

Language:

english

File:

PDF, 2.74 MB

english, 2017

45

[IEEE 2017 IEEE International Conference on Computer Vision Workshop (ICCVW) - Venice (2017.10.22-2017.10.29)] 2017 IEEE International Conference on Computer Vision Workshops (ICCVW) - Understanding and Comparing Deep Neural Networks for Age and Gender Classification

Samek, Wojciech, Binder, Alexander, Lapuschkin, Sebastian, Muller, Klaus-Robert

Year:

2017

Language:

english

File:

PDF, 621 KB

english, 2017

46

[IEEE 2016 IEEE International Conference on Image Processing (ICIP) - Phoenix, AZ, USA (2016.9.25-2016.9.28)] 2016 IEEE International Conference on Image Processing (ICIP) - Controlling explanatory heatmap resolution and semantics via decomposition depth

Bach, Sebastian, Binder, Alexander, Muller, Klaus-Robert, Samek, Wojciech

Year:

2016

Language:

english

File:

PDF, 514 KB

english, 2016

47

Insights from Classifying Visual Concepts with Multiple Kernel Learning

Binder, Alexander, Nakajima, Shinichi, Kloft, Marius, Müller, Christina, Samek, Wojciech, Brefeld, Ulf, Müller, Klaus-Robert, Kawanabe, Motoaki, Rapallo, Fabio

Journal:

Year:

2012

Language:

english

File:

PDF, 664 KB

english, 2012

48

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

Bach, Sebastian, Binder, Alexander, Montavon, Grégoire, Klauschen, Frederick, Müller, Klaus-Robert, Samek, Wojciech, Suarez, Oscar Deniz

Journal:

Year:

2015

Language:

english

File:

PDF, 20.42 MB

english, 2015

49

Wasserstein Stationary Subspace Analysis

Kaltenstadler, Stephan, Nakajima, Shinichi, Muller, Klaus-Robert, Samek, Wojciech

Journal:

IEEE Journal of Selected Topics in Signal Processing

Year:

2018

Language:

english

File:

PDF, 1.52 MB

english, 2018

50

Estimation of distortion sensitivity for visual quality prediction using a convolutional neural network

Bosse, Sebastian, Becker, Sören, Müller, Klaus-Robert, Samek, Wojciech, Wiegand, Thomas

Journal:

Digital Signal Processing

Year:

2018

Language:

english

File:

PDF, 1.87 MB

english, 2018