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ORCIDFabian Berns
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- affiliation: University of Münster (WWU), Germany
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2020 – today
- 2023
[c22]Fabian Berns, Georg Zimmermann, Christian Borgelt, Niclas Heilig, Jan Kirchhoff, Florian Stumpe:
Trustworthy Medical Operational AI: Marrying AI and Regulatory Requirements. IEEE Big Data 2023: 2700-2704- 2022
- [b1]Fabian Berns:
Machine Learning with Gaussian Processes: Automated Model Search and Data Analysis. University of Hagen, Germany, 2022 - [j1]Fabian Berns, Jan David Hüwel, Christian Beecks:
Automated Model Inference for Gaussian Processes: An Overview of State-of-the-Art Methods and Algorithms. SN Comput. Sci. 3(4): 300 (2022) - [c21]Jan David Hüwel, Anne Gresch, Fabian Berns, Ruben Koch, Martina Düfer, Christian Beecks:
Tracing Patterns in Electrophysiological Time Series Data. DSAA 2022: 1-10 - [c20]Georg Stefan Schlake
, Jan David Hüwel, Fabian Berns, Christian Beecks:
Evaluating the Lottery Ticket Hypothesis to Sparsify Neural Networks for Time Series Classification. ICDE Workshops 2022: 70-73 - [c19]Christian Beecks, Fabian Berns, Jan David Hüwel, Andrea Linxen, Georg Stefan Schlake, Tim Düsterhus:
A Comparative Performance Analysis of Fast K-Means Clustering Algorithms. iiWAS 2022: 119-125 - 2021
- [c18]Jan David Hüwel, Fabian Berns, Christian Beecks:
Automated Kernel Search for Gaussian Processes on Data Streams. IEEE BigData 2021: 3584-3588 - [c17]Fabian Berns, Jan David Hüwel, Christian Beecks:
LOGIC: Probabilistic Machine Learning for Time Series Classification. ICDM 2021: 1000-1005 - [c16]Jan David Hüwel, Andreas Besginow, Fabian Berns, Markus Lange-Hegermann, Christian Beecks:
On Kernel Search Based Gaussian Process Anomaly Detection. IN4PL (Revised Selected Papers) 2021: 1-23 - [c15]Sergio Álvarez-Napagao, Boki Ashmore, Marta Barroso, Cristian Barrué, Christian Beecks, Fabian Berns, Ilaria Bosi, Sisay Adugna Chala, Nicola Ciulli, Marta Garcia-Gasulla, Alexander Grass, Dimosthenis Ioannidis, Natalia Jakubiak, Karl Köpke, Ville Lämsä, Pedro Megias, Alexandros Nizamis, Claudio Pastrone, Rosaria Rossini, Miquel Sànchez-Marrè, Luca Ziliotti:
knowlEdge Project -Concept, Methodology and Innovations for Artificial Intelligence in Industry 4.0. INDIN 2021: 1-7 - [c14]Fabian Berns, Christian Beecks:
Stochastic Time Series Representation for Interval Pattern Mining via Gaussian Processes. SDM 2021: 10-18 - [c13]Fabian Berns, Christian Beecks:
Complexity-Adaptive Gaussian Process Model Inference for Large-Scale Data. SDM 2021: 360-368 - [c12]Fabian Berns, Joschka Hannes Strueber, Christian Beecks:
Local Gaussian Process Model Inference Classification for Time Series Data. SSDBM 2021: 209-213 - 2020
- [c11]Fabian Berns, Christian Beecks:
Automatic Gaussian Process Model Retrieval for Big Data. CIKM 2020: 1965-1968 - [c10]Fabian Berns, Christian Beecks:
Towards Large-scale Gaussian Process Models for Efficient Bayesian Machine Learning. DATA 2020: 275-282 - [c9]Fabian Berns, Christian Beecks:
Large-scale Retrieval of Bayesian Machine Learning Models for Time Series Data via Gaussian Processes. KDIR 2020: 71-80 - [c8]Fabian Berns, Timo Ramsdorf, Christian Beecks:
Machine Learning for Storage Location Prediction in Industrial High Bay Warehouses. ICPR Workshops (4) 2020: 650-661 - [c7]Fabian Berns, Kjeld Schmidt, Ingolf Bracht, Christian Beecks:
3CS Algorithm for Efficient Gaussian Process Model Retrieval. ICPR 2020: 1773-1780 - [c6]Fabian Berns, Markus Lange-Hegermann, Christian Beecks:
Towards Gaussian Processes for Automatic and Interpretable Anomaly Detection in Industry 4.0. IN4PL 2020: 87-92
2010 – 2019
- 2019
- [c5]Christian Beecks, Fabian Berns, Kjeld Willy Schmidt:
Ptolemaic Indexing for Managing and Querying Internet of Things (IoT) Data. IEEE BigData 2019: 4148-4151 - [c4]Fabian Berns, Kjeld Willy Schmidt, Alexander Grass, Christian Beecks:
A New Approach for Efficient Structure Discovery in IoT. IEEE BigData 2019: 4152-4156 - [c3]Christian Beecks, Kjeld Willy Schmidt, Fabian Berns, Alexander Graß:
Gaussian Processes for Anomaly Description in Production Environments. EDBT/ICDT Workshops 2019 - [c2]Andreas Leibetseder, Bernd Münzer, Manfred Jürgen Primus, Sabrina Kletz, Klaus Schoeffmann, Fabian Berns, Christian Beecks:
lifeXplore at the Lifelog Search Challenge 2019. LSC@ICMR 2019: 13-17 - [c1]Fabian Berns, Luca Rossetto, Klaus Schoeffmann, Christian Beecks, George Awad:
V3C1 Dataset: An Evaluation of Content Characteristics. ICMR 2019: 334-338
Coauthor Index
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