activity
20212024
most citedAddressing Data Quality Challenges in Observational Ambulatory Studies: Analysis, Methodologies and Practical Solutions for Wrist-worn Wearable Monitoring

1 citations · 3 across the 5 of their papers we have counts for

collaborators

5 papers

cs.HC2024

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…

cs.LG2024★ 1 cited

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…

cs.CE2024★ 1 cited

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…

eess.SP2023★ 1 cited

tsdownsample: high-performance time series downsampling for scalable visualization

Jeroen Van Der Donckt, Jonas Van Der Donckt, Sofie Van Hoecke

Interactive line chart visualizations greatly enhance the effective exploration of large time series. Although downsampling has emerged as a well-established approach to enable eff…

cs.LG2021

tsflex: flexible time series processing & feature extraction

Jonas Van Der Donckt, Jeroen Van Der Donckt, Emiel Deprost +1

Time series processing and feature extraction are crucial and time-intensive steps in conventional machine learning pipelines. Existing packages are limited in their applicability,…