Alexander Binder

Cited by

	All	Since 2017
Citations	9293	8630
h-index	28	26
i10-index	55	43

2800

1400

700

2100

20112012201320142015201620172018201920202021202247 85 91 90 81 173 284 544 1201 1862 2759 1953

Public access

View all

39 articles

3 articles

available

not available

Based on funding mandates

Co-authors

Klaus-Robert MüllerTU Berlin & Korea University & Google Brain & MPIIVerified email at tu-berlin.de
Wojciech SamekProfessor at TU Berlin, Head of AI Department at Fraunhofer HHI, BIFOLD FellowVerified email at hhi.fraunhofer.de
Sebastian Lapuschkin (né Bach)Head of Explainable AI, Fraunhofer Heinrich Hertz InstituteVerified email at hhi.fraunhofer.de
Grégoire MontavonTechnische Universität BerlinVerified email at tu-berlin.de
Marius KloftTU KaiserslauternVerified email at cs.uni-kl.de
Frederick KlauschenInstitute of Pathology, Charité Universitätsmedizin BerlinVerified email at charite.de
Motoaki KawanabeSenior Researcher, Advanced Telecommunications Research Institute InternationalVerified email at atr.jp
Nico GoernitzCTO @ MorphAIs | former PostDoc @ TU-BerlinVerified email at tu-berlin.de
Lukas RuffAignosticsVerified email at aignostics.com
Yuval EloviciHead of Cyber@BGU, Director of Telekom Innovation Laboratories at BGU, Ben Gurion UniversityVerified email at bgu.ac.il
Sun JiameiSingapore University of Technology and DesignVerified email at mymail.sutd.edu.sg
Penny ChongIBM Research, SingaporeVerified email at ibm.com
Emmanuel MüllerProfessor of Computer Science, Technical University of DortmundVerified email at cs.tu-dortmund.de
Robert A VandermeulenTechnische Universität Berlin & BIFOLDVerified email at tu-berlin.de
Shinichi NakajimaMachine Learning Group, Technische Universität BerlinVerified email at tu-berlin.de
Yi Xiang Marcus TanSingapore University of Technology and DesignVerified email at mymail.sutd.edu.sg
Michael BockmayrVerified email at uke.de
Shoaib Ahmed SiddiquiUniversity of CambridgeVerified email at cam.ac.uk
Lucas DeeckeUniversity of EdinburghVerified email at ed.ac.uk
Ulf BrefeldLeuphana Universität LüneburgVerified email at leuphana.de

Alexander Binder

Associate Professor, Singapore Institute of Technology (SIT) and University of Oslo (UiO)

Verified email at singaporetech.edu.sg

Explainable Deep Learning XAI Aspects of Machine Learning


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation S Bach, A Binder, G Montavon, F Klauschen, KR Müller, W Samek PLoS ONE doi: 10.1371/journal.pone.0130140, 2015	2783	2015
Explaining nonlinear classification decisions with deep taylor decomposition G Montavon, S Lapuschkin, A Binder, W Samek, KR Müller Pattern Recognition 65, 211-222, 2017	1009	2017
Deep one-class classification L Ruff, R Vandermeulen, N Goernitz, L Deecke, SA Siddiqui, A Binder, ... International Conference on Machine Learning, 4393-4402, 2018	982	2018
Evaluating the visualization of what a deep neural network has learned W Samek, A Binder, G Montavon, S Lapuschkin, KR Müller IEEE transactions on neural networks and learning systems, 2017	824	2017
Unmasking Clever Hans predictors and assessing what machines really learn S Lapuschkin, S Wäldchen, A Binder, G Montavon, W Samek, KR Müller Nature Communications 10 (1), 1096, 2019	620	2019
The SHOGUN machine learning toolbox S Sonnenburg, G Rätsch, S Henschel, C Widmer, J Behr, A Zien, F Bona, ... The Journal of Machine Learning Research 11, 1799-1802, 2010	359	2010
Layer-wise relevance propagation: an overview G Montavon, A Binder, S Lapuschkin, W Samek, KR Müller Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, 193-209, 2019	339	2019
Layer-wise relevance propagation for neural networks with local renormalization layers A Binder, G Montavon, S Lapuschkin, KR Müller, W Samek International Conference on Artificial Neural Networks, 63-71, 2016	261	2016
Deep Semi-Supervised Anomaly Detection L Ruff, RA Vandermeulen, N Görnitz, A Binder, E Müller, KR Müller, ... arXiv preprint arXiv:1906.02694, 2019	255	2019
Analyzing classifiers: fisher vectors and deep neural networks S Lapuschkin, A Binder, G Montavon, KR Muller, W Samek Proceedings of the IEEE Conference on Computer Vision and Pattern …, 2016	174	2016
The LRP toolbox for artificial neural networks S Lapuschkin, A Binder, G Montavon, KR Müller, W Samek The Journal of Machine Learning Research 17 (1), 3938-3942, 2016	139	2016
Layer-wise Relevance Propagation for Deep Neural Network Architectures A Binder, S Bach, G Montavon, KR Müller, W Samek Information Science and Applications (ICISA) 2016, 2016	130	2016
Understanding and Comparing Deep Neural Networks for Age and Gender Classification S Lapuschkin, A Binder, KR Müller, W Samek of the IEEE Conference on Computer Vision and Pattern Recognition, 1629-1638, 2017	117	2017
Scoring of tumor-infiltrating lymphocytes: From visual estimation to machine learning F Klauschen, KR Müller, A Binder, M Bockmayr, M Hägele, P Seegerer, ... Seminars in cancer biology 52, 151-157, 2018	110	2018
Towards best practice in explaining neural network decisions with LRP M Kohlbrenner, A Bauer, S Nakajima, A Binder, W Samek, S Lapuschkin 2020 International Joint Conference on Neural Networks (IJCNN), 1-7, 2020	81	2020
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods M Hägele, P Seegerer, S Lapuschkin, M Bockmayr, W Samek, ... Scientific Reports 10 (1), 1-12, 2020	81	2020
Pruning by explaining: A novel criterion for deep neural network pruning SK Yeom, P Seegerer, S Lapuschkin, A Binder, S Wiedemann, KR Müller, ... Pattern Recognition, 107899, 2021	68	2021
On taxonomies for multi-class image categorization A Binder, KR Müller, M Kawanabe International Journal of Computer Vision 99 (3), 281-301, 2011	59	2011
DeepClue: Visual Interpretation of Text-based Deep Stock Prediction L Shi, Z Teng, L Wang, Y Zhang, A Binder IEEE Transactions on Knowledge and Data Engineering, 2018	56	2018
Multi-class svms: From tighter data-dependent generalization bounds to novel algorithms Y Lei, U Dogan, A Binder, M Kloft Advances in Neural Information Processing Systems 28, 2035-2043, 2015	44	2015

The system can't perform the operation now. Try again later.

Articles 1–20

Citations per year

Duplicate citations

Merged citations

Add co-authorsCo-authors

Follow

Cited by

Co-authors