53 citations · 135 across the 12 of their papers we have counts for
5 papers · 1 filter
Left-Right Swapping and Upper-Lower Limb Pairing for Robust Multi-Wearable Workout Activity Detection
Jonas Van Der Donckt, Jeroen Van Der Donckt, Sofie Van Hoecke
This work presents the solution of the Signal Sleuths team for the 2024 HASCA WEAR challenge. The challenge focuses on detecting 18 workout activities (and the null class) using ac…
Magnitude and Rotation Invariant Detection of Transportation Modes with Missing Data Modalities
Jeroen Van Der Donckt, Jonas Van Der Donckt, Sofie Van Hoecke
This work presents the solution of the Signal Sleuths team for the 2024 SHL recognition challenge. The challenge involves detecting transportation modes using shuffled, non-overlap…
Conformal Predictive Systems Under Covariate Shift
Jef Jonkers, Glenn Van Wallendael, Luc Duchateau +1
Conformal Predictive Systems (CPS) offer a versatile framework for constructing predictive distributions, allowing for calibrated inference and informative decision-making. However…
Conformal Convolution and Monte Carlo Meta-learners for Predictive Inference of Individual Treatment Effects
Jef Jonkers, Jarne Verhaeghe, Glenn Van Wallendael +2
Generating probabilistic forecasts of potential outcomes and individual treatment effects (ITE) is essential for risk-aware decision-making in domains such as healthcare, policy, m…
Addressing Data Quality Challenges in Observational Ambulatory Studies: Analysis, Methodologies and Practical Solutions for Wrist-worn Wearable Monitoring
Jonas Van Der Donckt, Nicolas Vandenbussche, Jeroen Van Der Donckt +7
Chronic disease management and follow-up are vital for realizing sustained patient well-being and optimal health outcomes. Recent advancements in wearable sensing technologies, par…