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Estimating Divergences in High Dimensions


Dec 08, 2021
Loong Kuan Lee, Nico Piatkowski, François Petitjean, Geoffrey I. Webb

* 13 pages, 6 Figures. Submitted to IEEE Transactions on Pattern Analysis and Machine Intelligence 

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On the effects of biased quantum random numbers on the initialization of artificial neural networks


Aug 30, 2021
Raoul Heese, Moritz Wolter, Sascha Mücke, Lukas Franken, Nico Piatkowski

* 20 pages, 10 figures, 3 tables 

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The Care Label Concept: A Certification Suite for Trustworthy and Resource-Aware Machine Learning


Jun 01, 2021
Katharina Morik, Helena Kotthaus, Lukas Heppe, Danny Heinrich, Raphael Fischer, Andreas Pauly, Nico Piatkowski


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Yes We Care! -- Certification for Machine Learning Methods through the Care Label Framework


May 21, 2021
Katharina Morik, Helena Kotthaus, Lukas Heppe, Danny Heinrich, Raphael Fischer, Sascha Mücke, Andreas Pauly, Matthias Jakobs, Nico Piatkowski


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Street-Map Based Validation of Semantic Segmentation in Autonomous Driving


Apr 15, 2021
Laura von Rueden, Tim Wirtz, Fabian Hueger, Jan David Schneider, Nico Piatkowski, Christian Bauckhage

* Final version accepted at the International Conference on Pattern Recognition (ICPR). arXiv admin note: substantial text overlap with arXiv:2011.08008 

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Resource-Constrained On-Device Learning by Dynamic Averaging


Sep 25, 2020
Lukas Heppe, Michael Kamp, Linara Adilova, Danny Heinrich, Nico Piatkowski, Katharina Morik


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LIMITS: Lightweight Machine Learning for IoT Systems with Resource Limitations


Jan 28, 2020
Benjamin Sliwa, Nico Piatkowski, Christian Wietfeld


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The Trustworthy Pal: Controlling the False Discovery Rate in Boolean Matrix Factorization


Jul 01, 2019
Sibylle Hess, Nico Piatkowski, Katharina Morik


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The PRIMPing Routine -- Tiling through Proximal Alternating Linearized Minimization


Jun 17, 2019
Sibylle Hess, Katharina Morik, Nico Piatkowski

* Data Mining and Knowledge Discovery 31(4): 1090-1131 (2017) 

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