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07/31/2023
Generative models for wearables data
Data scarcity is a common obstacle in medical research due to the high c...
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12/27/2021
Self-supervision of wearable sensors time-series data for influenza detection
Self-supervision may boost model performance in downstream tasks. Howeve...
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11/14/2020
GENNI: Visualising the Geometry of Equivalences for Neural Network Identifiability
We propose an efficient algorithm to visualise symmetries in neural netw...
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08/29/2020
Patch-based Brain Age Estimation from MR Images
Brain age estimation from Magnetic Resonance Images (MRI) derives the di...
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11/25/2019
Biologically inspired architectures for sample-efficient deep reinforcement learning
Deep reinforcement learning requires a heavy price in terms of sample ef...
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09/24/2019
Monotonic Trends in Deep Neural Networks
The importance of domain knowledge in enhancing model performance and ma...
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05/21/2019
Adaptive Model Selection Framework: An Application to Airline Pricing
Multiple machine learning and prediction models are often used for the s...
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02/27/2019
Stochastically Rank-Regularized Tensor Regression Networks
Over-parametrization of deep neural networks has recently been shown to ...
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02/06/2019