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Introducing a microstructure-embedded autoencoder approach for reconstructing high-resolution solution field data from a reduced parametric space2024 Computational Mechanics article Physics and Astronomy Model Reduction and Neural Networks Open access
Rasoul Najafi Koopas, Shahed Rezaei, Natalie Rauter, Richard Ostwald, Rolf Lammering
5citations -
Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation2021 IEEE Transactions on Evolutionary Computation article Computer Science Evolutionary Algorithms and Applications Open access
Thiago Rios, Bas van Stein, Thomas Bäck, Bernhard Sendhoff, Stefan Menzel
31citations -
Novel architecture for gated recurrent unit autoencoder trained on time series from electronic health records enables detection of ICU patient subgroups2023 Scientific Reports article Computer Science Machine Learning in Healthcare Open access cited by 2 patents
Kilian Merkelbach, Steffen Schaper, Christian Diedrich, Sebastian Johannes Fritsch, Andreas Schuppert
12citations -
Indoor environment data time-series reconstruction using autoencoder neural networks2021 Building and Environment article Engineering Building Energy and Comfort Optimization Open access
Antonio Liguori, Romana Markovic, Thi Thu Ha Dam, Jérôme Frisch, Christoph van Treeck, Francesco Causone
43citations -
Prediction of the microstructure of cold-compacted Astaloy 85Mo with deep generative models2024 Computational Materials Science article Engineering Powder Metallurgy Techniques and Materials Open access
Oliver Schenk, Marco Becker, Yuanbin Deng, Philipp Niemietz, Thomas Bergs, Christoph Broeckmann
6citations -
Hybrid Deep Learning for Botnet Attack Detection in the Internet-of-Things Networks2020 IEEE Internet of Things Journal article Computer Science Network Security and Intrusion Detection Open access cited by 1 patent
Segun Isaiah Popoola, Bamidele Adebisi, Mohammad Ali A. Hammoudeh, Guan Gui, Haris Gacanin
249citations -
Discovery of drug–omics associations in type 2 diabetes with generative deep-learning models2023 Nature Biotechnology article Biochemistry, Genetics and Molecular Biology Bioinformatics and Genomic Networks Open access
Rosa Lundbye Allesøe, Agnete Troen Lundgaard, Ricardo Hernández Medina, Alejandro Aguayo‐Orozco, Joachim Johansen, Jakob Nybo Nissen, +94 more
112citations