Sofie Van Hoecke

Associate Professor, IDLab, UGent-imec, Universiteit Gent

Joined

October 2023

Names

Sofie Van Hoecke (Preferred)

Emails

****@ugent.be (Confirmed)

Personal Links

Career & Education History

Associate Professor

IDLab, UGent-imec, Universiteit Gent (ugent.be)

2017 – Present

Advisors, Relations & Conflicts

Postdoc Advisee

Bram Steenwinckel

2024 – Present

Coworker

Glenn Vanwallendael

2023 – Present

PhD Advisee

Jef Jonkers

2023 – Present

Coworker

Luc Duchateau

2021 – Present

PhD Advisee

Nathan Vandemoortele

2020 – Present

Coworker

Femke Ongenae

2017 – Present

Expertise

Machine Learning

Present

Hybrid AI

Present

Predictive maintenance

Present

Preventive healthcare

Present

Publications

Calibrated Regression-as-Classification for Probabilistic Forecasting
Jef Jonkers, Glenn Van Wallendael, Duchateau Luc, Sofie Van Hoecke
- Calibration for Modern AI @ AISTATS 2026
- Readers: Everyone
A novel day-ahead regional and probabilistic wind power forecasting framework using deep CNNs and conformalized regression forests
Jef Jonkers, Diego Nieves Avendano, Glenn Van Wallendael, Sofie Van Hoecke
- OpenReview Archive Direct Upload
- Readers: Everyone
Conformal Prediction for Dose-Response Models with Continuous Treatments
Jarne Verhaeghe, Jef Jonkers, Sofie Van Hoecke
- Submitted to ICLR 2025
- Readers: Everyone
Context-aware deep learning with dynamically assembled weight matrices
David Vander Mijnsbrugge, Femke Ongenae, Sofie Van Hoecke
- Published: 01 Jan 2023, Last Modified: 06 Nov 2023
- Inf. Fusion 2023
- Readers: Everyone
Parameter Efficient Neural Networks With Singular Value Decomposed Kernels
David Vander Mijnsbrugge, Femke Ongenae, Sofie Van Hoecke
- Published: 01 Jan 2023, Last Modified: 06 Nov 2023
- IEEE Trans. Neural Networks Learn. Syst. 2023
- Readers: Everyone
Generalizable calibrated machine learning models for real-time atrial fibrillation risk prediction in ICU patients
Jarne Verhaeghe, Thomas De Corte, Christopher M. Sauer, Tom Hendriks, Olivier W. M. Thijssens, Femke Ongenae, Paul W. G. Elbers, Jan J. De Waele, Sofie Van Hoecke
- Published: 01 Jan 2023, Last Modified: 06 Nov 2023
- Int. J. Medical Informatics 2023
- Readers: Everyone
Do not sleep on traditional machine learning: Simple and interpretable techniques are competitive to deep learning for sleep scoring
M. Jeroen Van Der Donckt, Jonas Van Der Donckt, Emiel Deprost, Nicolas Vandenbussche, Michaël Rademaker, Gilles Vandewiele, Sofie Van Hoecke
- Published: 01 Jan 2023, Last Modified: 06 Nov 2023
- Biomed. Signal Process. Control. 2023
- Readers: Everyone
Real-Time Estimation and Monitoring of COVID-19 Aerosol Transmission Risk in Office Buildings
Jelle Vanhaeverbeke, Emiel Deprost, Pieter Bonte, Matthias Strobbe, Jelle Nelis, Bruno Volckaert, Femke Ongenae, Steven Verstockt, Sofie Van Hoecke
- Published: 01 Jan 2023, Last Modified: 06 Nov 2023
- Sensors 2023
- Readers: Everyone
Variable Length Motif Discovery in Time Series Data
Matthias Van Onsem, Veerle Ledoux, W. Mélange, Dennis Dreesen, Sofie Van Hoecke
- Published: 01 Jan 2023, Last Modified: 06 Nov 2023
- IEEE Access 2023
- Readers: Everyone
tsdownsample: high-performance time series downsampling for scalable visualization
M. Jeroen Van Der Donckt, Jonas Van Der Donckt, Sofie Van Hoecke
- Published: 01 Jan 2023, Last Modified: 06 Nov 2023
- CoRR 2023
- Readers: Everyone

View all 107 publications

Co-Authors

View all 208 co-authors