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Danny Panknin
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Year
Validity of time reversal for testing Granger causality
I Winkler, D Panknin, D Bartz, KR Müller, S Haufe
IEEE Transactions on Signal Processing 64 (11), 2746-2760, 2016
692016
Fast cross-validation via sequential testing.
T Krueger, D Panknin, ML Braun
J. Mach. Learn. Res. 16 (1), 1103-1155, 2015
572015
Higher order stationary subspace analysis
D Panknin, P Von Bünau, M Kawanabe, FC Meinecke, KR Müller
Journal of Physics: Conference Series 699 (1), 012021, 2016
52016
Optimal sampling density for nonparametric regression
D Panknin, KR Müller, S Nakajima
arXiv preprint arXiv:2105.11990, 2021
42021
Sharing hash codes for multiple purposes
W Pronobis, D Panknin, J Kirschnick, V Srinivasan, W Samek, V Markl, ...
Japanese Journal of Statistics and Data Science 1, 215-246, 2018
42018
Fast cross-validation via sequential analysis
T Krueger, D Panknin, M Braun
Neural Information Processing Systems (NIPS), Big Learning Workshop, 2011
32011
Local Bandwidth Estimation via Mixture of Gaussian Processes
D Panknin, S Nakajima, TB Bui, KR Müller
arXiv 2019, 2019
22019
Detecting Changes in Wind Turbine Sensory Data
D Panknin, T Krueger, M Braun, K Mueller, S Duell
Procs. NIPS 2013 Workshop: Machine Learining for Sustainability, 1-5, 2013
22013
Local Function Complexity for Active Learning via Mixture of Gaussian Processes
D Panknin, S Chmiela, KR Müller, S Nakajima
arXiv preprint arXiv:1902.10664, 2019
12019
EXACT: Towards a platform for empirically benchmarking Machine Learning model explanation methods
B Clark, R Wilming, A Dox, P Eschenbach, S Hached, DJ Wodke, ...
arXiv preprint arXiv:2405.12261, 2024
2024
Towards model-agnostic active learning in regression via identification of problem-intrinsic properties
D Panknin
2023
ALICE III—Autonomes Lernen in Komplexen Umgebungen III
A von Beuningen, V Brandstetter, P von Bünau, S Depeweg, R Glauert, ...
2022
Compressed Sensing and Machine Learning
D Panknin
TU Berlin, 2012
2012
Appendix to Fast Cross-Validation via Sequential Analysis
T Krueger, D Panknin, M Braun
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Articles 1–14