Author

Luka Biedebach

Observed names: Biedebach, Luka, L. Biedebach

Institutions: Reykjavík University, University of Southampton

Observed institutions: Reykjavík University, University of Mannheim, University of Southampton

ORCID: 0000-0003-0974-202X

Observed ORCID: 0000-0003-0974-202X

OpenAlex ID: A5036550460

The role of hyperparameters in machine learning models and how to tune them

2024 · Christian Arnold, Luka Biedebach, et al. · Political Science Research and Methods · 133

A comparative analysis of unsupervised machine‐learning methods in PSG ‐related phenotyping

2024 · Mohammadreza Ghorvei, Tuomas Karhu, et al. · Journal of Sleep Research · 14

Unsupervised machine learning in sleep research: a scoping review

2025 · Luka Biedebach, Daniela Ferreira-Santos, et al. · SLEEP · 9

Anomaly detection in sleep: detecting mouth breathing in children

2023 · Luka Biedebach, María Óskarsdóttir, et al. · Data Mining and Knowledge Discovery · 7

Hypoxic Load and Average Oxygen‐Saturation During Sleep and Wake Are Associated With Cognitive Function in Obstructive Sleep Apnea

2025 · K. Thorisdottir, T. Leppänen, et al. · Journal of Sleep Research · 5

Representation Learning for Anomaly Detection in Sleep Identifying Pediatric Mouth Breathing through Convolutional Autoencoders

2022 · L. Biedebach, M. Óskarsdóttir, et al. · Sleep Medicine · 2

Data-Local Autonomous LLM-Guided Neural Architecture Search for Multiclass Multimodal Time-Series Classification

2026 · Hardarson, Emil, Biedebach, Luka, et al. · arXiv (Cornell University) · 1

Mining Association Rules From a Multimodal Dataset of a Digital Therapeutics Application for Sleep Improvement Through a Healthy Lifestyle: Quantitative Study

2026 · Luka Biedebach, Katrín Ýr Friðgeirsdóttir, et al. · JMIR Formative Research

Digital phenotypes of sleep and rest–activity rhythms from wearables and their association with depression and depressive symptoms: a scoping review of clustering and grouping approaches

2026 · Storman, Dawid, Biedebach, Luka, et al. · Open Science Framework

New Pathways for Unsupervised Machine Learning in Digital Health : Applications and Future Potentials for Sleep

2025 · Biedebach, Luka · Opin vísindi (Opin vísindi)

To breathe, or not to breathe through the mouth: analysing mouth breathing in a pediatric sleep study

2024 · L. Biedebach, D. Gozal, et al. · Sleep Medicine

Replication Data for: The Role of Hyperparameters in Machine Learning Models and How to Tune Them

2023 · Neunhoeffer, Marcel, Arnold, Christian, et al. · Harvard Dataverse

Works count: 14

Citation count: 171

H-index: 5

I10-index: 2