Machine Learning and Knowledge Discovery in Databases - Lecture Notes in Computer Science
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9783030109240, 9783030109257
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scholarly journals Efficient Decentralized Deep Learning by Dynamic Model Averaging

2019 ◽  
pp. 393-409 ◽  
Author(s):  
Michael Kamp ◽  
Linara Adilova ◽  
Joachim Sicking ◽  
Fabian Hüger ◽  
Peter Schlicht ◽  
...  
Keyword(s):  
Deep Learning ◽  
Dynamic Model ◽  
Model Averaging ◽  
Dynamic Model Averaging

Privacy Preserving Synthetic Data Release Using Deep Learning

2019 ◽  
pp. 510-526 ◽  
Author(s):  
Nazmiye Ceren Abay ◽  
Yan Zhou ◽  
Murat Kantarcioglu ◽  
Bhavani Thuraisingham ◽  
Latanya Sweeney
Keyword(s):  
Deep Learning ◽  
Synthetic Data ◽  
Privacy Preserving ◽  
Data Release

GridWatch: Sensor Placement and Anomaly Detection in the Electrical Grid

2019 ◽  
pp. 71-86
Author(s):  
Bryan Hooi ◽  
Dhivya Eswaran ◽  
Hyun Ah Song ◽  
Amritanshu Pandey ◽  
Marko Jereminov ◽  
...  
Keyword(s):  
Anomaly Detection ◽  
Sensor Placement ◽  
Electrical Grid

Cooperative Multi-agent Policy Gradient

2019 ◽  
pp. 459-476 ◽  
Author(s):  
Guillaume Bono ◽  
Jilles Steeve Dibangoye ◽  
Laëtitia Matignon ◽  
Florian Pereyron ◽  
Olivier Simonin
Keyword(s):  
Policy Gradient ◽  
Multi Agent

Image Anomaly Detection with Generative Adversarial Networks

2019 ◽  
pp. 3-17 ◽  
Author(s):  
Lucas Deecke ◽  
Robert Vandermeulen ◽  
Lukas Ruff ◽  
Stephan Mandt ◽  
Marius Kloft
Keyword(s):  
Anomaly Detection ◽  
Generative Adversarial Networks ◽  
Adversarial Networks
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