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ORCIDMachine Learning under Resource Constraints, 2022
Volume 3: Applications
- Katharina Morik, Jörg Rahnenführer
, Christian Wietfeld:
Machine Learning under Resource Constraints - Volume 3: Applications. De Gruyter STEM, De Gruyter 2022, ISBN 978-3-11-078597-5 - Katharina Morik, Jörg Rahnenführer, Christian Wietfeld:
Editorial. 1-2
Health / Medicine
- Catherine R. Jutzeler, Karsten M. Borgwardt:
Machine Learning in Medicine. 3-20 - Roland Hergenröder, Frank Weichert, Konstantin Wüstefeld, Victoria Shpacovitch:
Virus Detection. 21-42 - Sven Rahmann, Alexander Schramm, Johannes Köster:
Cancer Diagnostics and Therapy from Molecular Data. 43-57 - Zeyu Ding, Katja Ickstadt, Alexander Munteanu:
Bayesian Analysis for Dimensionality and Complexity Reduction. 58-70 - Jörg Rahnenführer, Michel Lang, Jakob Richter:
Survival Prediction and Model Selection. 71-84 - Bianca K. Stöcker, Till Schäfer, Petra Mutzel, Johannes Köster, Nils M. Kriege, Sven Rahmann:
Protein Complex Similarity. 85-102
Industry 4.0
- Michael ten Hompel, Moritz Roidl:
Keynote on Industry 4.0. 103-113 - Jochen Deuse, Katharina Morik, Amal Saadallah, Jan Büscher, Thorben Panusch:
Quality Assurance in Interlinked Manufacturing Processes. 114-135 - Marco Stolpe, Katharina Morik:
Label Proportion Learning. 136-156 - Petra Wiederkehr, Katharina Morik, Amal Saadallah, Felix Finkeldey:
Simulation and Machine Learning. 157-179 - Janis Tiemann:
High-Precision Wireless Localization. 180-194 - Mojtaba Masoudinejad:
Indoor Photovoltaic Energy Harvesting. 195-211 - Nils Gramse, Moritz Roidl, Shrutarv Awasthi, Christopher Reining:
Micro-UAV Swarm Testbed for Indoor Applications. 212-224
Smart City and Traffic
- Thomas Liebig:
Inner-City Traffic Flow Prediction with Sparse Sensors. 225-240 - Marcus Haferkamp, Benjamin Sliwa, Christian Wietfeld:
Privacy-Preserving Detection of Persons and Classification of Vehicle Flows. 241-260 - Pascal Jörke, Christian Wietfeld:
Green Networking and Resource Constrained Clients for Smart Cities. 261-271 - Cedrik Krieger, Benjamin Sliwa, Christian Wietfeld:
Vehicle to Vehicle Communications: Machine Learning-Enabled Predictive Routing. 272-284 - Michael Schreckenberg, Tim Vranken:
Modelling of Hybrid Vehicular Traffic with Extended Cellular Automata. 285-296 - Maximillian Machado, Ran Ran, Liang Cheng:
Embedded Crowdsensing for Pavement Monitoring and its Incentive Mechanisms. 297-311
Communication Networks
- Stefan Böcker, Christian Arendt, Christian Wietfeld:
Capacity Analysis of IoT Networks in the Unlicensed Spectrum. 313-330 - Benjamin Sliwa:
Resource-Efficient Vehicle-to-Cloud Communications. 331-341 - Robert Falkenberg, Karsten Heimann, Benjamin Sliwa:
Mobile-Data Network Analytics Highly Reliable Networks. 342-353 - Caner Bektas, Fabian Kurtz, Dennis Overbeck, Christian Wietfeld:
Machine Learning-Enabled 5G Network Slicing. 354-374 - Karsten Heimann, Simon Häger, Christian Wietfeld:
Potential of Millimeter Wave Communications. 375-389
Privacy
- Joachim Biskup:
Keynote: Construction of Inference-Proof Agent Interactions. 391-412
Bibliography
- Bibliography. 413-459
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