- Amal Saadallah, Maryam Tavakol, Katharina Morik:
An Actor-Critic Ensemble Aggregation Model for Time-Series Forecasting. ICDE 2021: 2255-2260 - Amal Saadallah, Katharina Morik:
Meta-Adversarial Training of Neural Networks for Binary Classification. IJCNN 2021: 1-7 - Felix Gonsior, Sascha Mücke, Katharina Morik:
Structure Search for Normalizing Flows. LWDA 2021: 98-105 - Mirko Bunse, Katharina Morik:
Certification of Model Robustness in Active Class Selection. ECML/PKDD (2) 2021: 266-281 - Mirko Bunse, Katharina Morik:
Active Class Selection with Uncertain Class Proportions. IAL@PKDD/ECML 2021: 70-79 - Sebastian Buschjäger
, Philipp-Jan Honysz, Lukas Pfahler, Katharina Morik
:
Very Fast Streaming Submodular Function Maximization. ECML/PKDD (3) 2021: 151-166 - Amal Saadallah, Matthias Jakobs, Katharina Morik:
Explainable Online Deep Neural Network Selection Using Adaptive Saliency Maps for Time Series Forecasting. ECML/PKDD (1) 2021: 404-420 - Georg von der Brüggen
, Nico Piatkowski, Kuan-Hsun Chen
, Jian-Jia Chen
, Katharina Morik, Björn B. Brandenburg:
Efficiently Approximating the Worst-Case Deadline Failure Probability Under EDF. RTSS 2021: 214-226 - Raja Chatila, Virginia Dignum, Michael Fisher
, Fosca Giannotti, Katharina Morik, Stuart Russell, Karen Yeung:
Trustworthy AI. Reflections on Artificial Intelligence for Humanity 2021: 13-39 - Philipp-Jan Honysz, Sebastian Buschjäger, Katharina Morik:
GPU-Accelerated Optimizer-Aware Evaluation of Submodular Exemplar Clustering. CoRR abs/2101.08763 (2021) - Sebastian Buschjäger, Jian-Jia Chen, Kuan-Hsun Chen
, Mario Günzel, Katharina Morik, Rodion Novkin, Lukas Pfahler, Mikail Yayla:
Bit Error Tolerance Metrics for Binarized Neural Networks. CoRR abs/2102.01344 (2021) - Katharina Morik, Helena Kotthaus, Lukas Heppe, Danny Heinrich, Raphael Fischer, Sascha Mücke, Andreas Pauly, Matthias Jakobs, Nico Piatkowski:
Yes We Care! - Certification for Machine Learning Methods through the Care Label Framework. CoRR abs/2105.10197 (2021) - Philipp-Jan Honysz, Alexander Schulze-Struchtrup, Sebastian Buschjäger, Katharina Morik:
Providing Meaningful Data Summarizations Using Examplar-based Clustering in Industry 4.0. CoRR abs/2105.12026 (2021) - Katharina Morik, Helena Kotthaus, Lukas Heppe, Danny Heinrich, Raphael Fischer, Andreas Pauly, Nico Piatkowski:
The Care Label Concept: A Certification Suite for Trustworthy and Resource-Aware Machine Learning. CoRR abs/2106.00512 (2021) - Lukas Pfahler, Mirko Bunse, Katharina Morik:
Noisy Labels for Weakly Supervised Gamma Hadron Classification. CoRR abs/2108.13396 (2021) - Lukas Pfahler, Katharina Morik:
Explaining Deep Learning Representations by Tracing the Training Process. CoRR abs/2109.05880 (2021) - Sebastian Buschjäger, Katharina Morik:
Improving the Accuracy-Memory Trade-Off of Random Forests Via Leaf-Refinement. CoRR abs/2110.10075 (2021) - Sebastian Buschjäger, Katharina Morik:
There is no Double-Descent in Random Forests. CoRR abs/2111.04409 (2021) - Sebastian Buschjäger, Sibylle Hess, Katharina Morik:
Shrub Ensembles for Online Classification. CoRR abs/2112.03723 (2021) - 2020
- Felix Finkeldey
, Amal Saadallah, Petra Wiederkehr
, Katharina Morik:
Real-time prediction of process forces in milling operations using synchronized data fusion of simulation and sensor data. Eng. Appl. Artif. Intell. 94: 103753 (2020) - Mirco Nanni, Gennady L. Andrienko, Albert-László Barabási, Chiara Boldrini, Francesco Bonchi, Ciro Cattuto, Francesca Chiaromonte, Giovanni Comandé, Marco Conti, Mark Coté, Frank Dignum, Virginia Dignum, Josep Domingo-Ferrer, Paolo Ferragina, Fosca Giannotti, Riccardo Guidotti, Dirk Helbing, Kimmo Kaski, János Kertész, Sune Lehmann, Bruno Lepri, Paul Lukowicz, Stan Matwin, David Megías, Anna Monreale, Katharina Morik, Nuria Oliver, Andrea Passarella, Andrea Passerini, Dino Pedreschi, Alex Pentland, Fabio Pianesi, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Arno Siebes, Vicenç Torra
, Roberto Trasarti, Jeroen van den Hoven, Alessandro Vespignani:
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment. Trans. Data Priv. 13(1): 61-66 (2020) - Sebastian Buschjäger, Philipp-Jan Honysz, Katharina Morik:
Generalized Isolation Forest: Some Theory and More Applications Extended Abstract. DSAA 2020: 793-794 - Raphael Fischer, Nico Piatkowski, Charlotte Pelletier
, Geoffrey I. Webb
, François Petitjean, Katharina Morik:
No Cloud on the Horizon: Probabilistic Gap Filling in Satellite Image Series. DSAA 2020: 546-555 - Amal Saadallah, Katharina Morik:
Active Sampling for Learning Interpretable Surrogate Machine Learning Models. DSAA 2020: 264-272 - Mirko Bunse, Dorina Weichert, Alexander Kister, Katharina Morik:
Optimal Probabilistic Classification in Active Class Selection. ICDM 2020: 942-947 - Lukas Pfahler, Katharina Morik:
Semantic Search in Millions of Equations. KDD 2020: 135-143 - Raphael Fischer, Matthias Jakobs, Sascha Mücke, Katharina Morik:
Solving Abstract Reasoning Tasks with Grammatical Evolution. LWDA 2020: 6-10 - Sebastian Buschjäger, Lukas Pfahler, Jens Buß, Katharina Morik, Wolfgang Rhode:
On-Site Gamma-Hadron Separation with Deep Learning on FPGAs. ECML/PKDD (4) 2020: 478-493 - Lukas Heppe
, Michael Kamp, Linara Adilova, Danny Heinrich, Nico Piatkowski, Katharina Morik:
Resource-Constrained On-Device Learning by Dynamic Averaging. PKDD/ECML Workshops 2020: 129-144 - Alexandra Poulovassilis, David Auber, Nikos Bikakis, Panos K. Chrysanthis
, George Papastefanatos, Mohamed A. Sharaf, Nikos Pelekis, Chiara Renso, Yannis Theodoridis, Karine Zeitouni, Tania Cerquitelli, Silvia Chiusano, Genoveva Vargas-Solar, Behrooz Omidvar-Tehrani, Katharina Morik, Jean-Michel Renders, Donatella Firmani, Letizia Tanca, Davide Mottin
, Matteo Lissandrini, Yannis Velegrakis:
Proceedings of the Workshops of the EDBT/ICDT 2020 Joint Conference, Copenhagen, Denmark, March 30, 2020. CEUR Workshop Proceedings 2578, CEUR-WS.org 2020 [contents]