Entwicklung und Anwendung eines computergestützten Apnoeerkennungsverfahrens anhand des nasalen Luftflusses und der Sauerstoffsättigung. - Thomas Penzel (1991)

Europäisches Neurologisches Netzwerk (ENN). - Thomas Penzel; Teresa Paiva; Christian Guilleminault (GMDS, 1996)

Quality Assurance in Biosignal Processing and Evaluation of Physiological Analysis Systems. - Christoph Zywietz; Thomas Penzel; Paul Woolman (MedInfo, 2001)

A method for automated temporal knowledge acquisition applied to sleep-related breathing disorders. - Gabriela Guimarães; Jörg-Hermann Peter; Thomas Penzel; Alfred Ultsch (Artif. Intell. Medicine, 2001)

Comparison of detrended fluctuation analysis and spectral analysis for heart rate variability in sleep and sleep apnea. - Thomas Penzel; Jan W. Kantelhardt; Ludger Grote; Jörg-Hermann Peter; Armin Bunde (IEEE Trans. Biomed. Eng., 2003)

SENSATION remote monitoring system for enabling the "anytime, anywhere" monitoring of patients with selected sleep disorders. - Stavroula Maglavera; Nicos Maglaveras; Irini Lekka; Evangelos Bekiaris; Thomas Penzel; Sebastian Canisius; N. Jacob; Lefteris Leondaridis (EMBC, 2006)

ENN-ICS - Implementation and Evaluation of a Multilingual Learning Management System for Sleep Medicine in Europe. - Brigitte Knobl; Teresa Paiva; Dieter Jungmann; Rico Böhme; Thomas Penzel (MIE, 2006)

Sleep Medicine as a Scenario for Medical Grid Application. - Sebastian Canisius; Thomas Ploch; Karl Kesper; Matthew Smith 001; Bernd Freisleben; Thomas Penzel (HealthGrid, 2007)

Grid-Based Sleep Research: Analysis of Polysomnographies Using a Grid Infrastructure. - Dagmar Krefting; Sebastian Canisius; Andreas Hoheisel; Thomas Tolxdorff; Thomas Penzel (CCGRID, 2009)

Application of Grid technology for automated detection of sleep disordered breathing. - Sebastian Canisius; Thomas Penzel; Karl Kesper; Dagmar Krefting (HealthGrid, 2009)

Sleep Apnea Screening by Autoregressive Models From a Single ECG Lead. - Martín O. Méndez; Anna M. Bianchi; Matteo Matteucci; Sergio Cerutti; Thomas Penzel (IEEE Trans. Biomed. Eng., 2009)

The SIESTA database and the SIESTA sleep analyzer. - Thomas Penzel; Martin Glos; Carmen Garcia; Christoph Schöbel; Ingo Fietze (EMBC, 2011)

Cardiovascular and respiratory regulation during sleep in patients with sleep apnea with and without hypertension. - Thomas Penzel; Alexander Suhrbier; Georg Bretthauer; Maik Riedl; Niels Wessel; Jürgen Kurths; Hagen Malberg; Ingo Fietze (EMBC, 2011)

Symbolic coupling traces for causality analysis of cardiovascular control. - Niels Wessel; Alexander Suhrbier; Maik Riedl; Norbert Marwan; Hagen Malberg; Georg Bretthauer; Thomas Penzel; Jürgen Kurths (EMBC, 2011)

Prospective evaluation of logistic regression models from overnight oximetry to assist in sleep apnea diagnosis. - Daniel Álvarez; Roberto Hornero; J. Víctor Marcos; Thomas Penzel; Félix del Campo; Niels Wessel (ISDA, 2011)

Influence of Slow Oscillating Transcranial Current Stimulation (so-tCS) on Electroencephalogram and Cognitive Performance. - Isabella von Mengden; Carmen Garcia; Martin Glos; Thomas Penzel (FET, 2011)

Symbolic Coupling Traces for Coupling Analyses of Medical Time Series. - Niels Wessel; Maik Riedl; Hagen Malberg; Thomas Penzel; Jürgen Kurths (Bildverarbeitung für die Medizin, 2012)

Personal health systems for diagnostics of sleep disorders using new sensors and grid technology. - Dagmar Krefting; Sebastian Canisius; Jie Wu 014; René Siewert; Svenja Specovius; Karl Kesper; Thomas Penzel (DEST, 2012)

Effect of CPAP therapy on daytime cardiovascular regulations in patients with obstructive sleep apnea. - Thomas Penzel; Maik Riedl; Andrej Gapelyuk; Alexander Suhrbier; Georg Bretthauer; Hagen Malberg; Christoph Schöbel; Ingo Fietze; Jörg Heitmann; Jürgen Kurths; Niels Wessel (Comput. Biol. Medicine, 2012)

ECG signal analysis for the assessment of sleep-disordered breathing and sleep pattern. - Karl Kesper; Sebastian Canisius; Thomas Penzel; Thomas Ploch; W. Cassel (Medical Biol. Eng. Comput., 2012)

Estimating relative respiratory effort from features of photo-plethysmography signal. - Ahsan H. Khandoker; Chandan K. Karmakar; Thomas Penzel; Martin Glos; Christoph Schöbel; Marimuthu Palaniswami (EMBC, 2013)

Estimating sleep disordered breathing based on heart rate analysis. - Thomas Penzel; Martin Glos; Christoph Schöbel; Sara Lal; Ingo Fietze (EMBC, 2013)

Synchronisation and coupling analysis: Applied cardiovascular physics in sleep medicine. - Niels Wessel; Maik Riedl; Jan F. Kraemer; Andreas Müller; Thomas Penzel; Jürgen Kurths (EMBC, 2013)

Grid based sleep research - Analysis of polysomnographies using a grid infrastructure. - Dagmar Krefting; Sebastian Canisius; Andreas Hoheisel; Helena Loose; Thomas Tolxdorff; Thomas Penzel (Future Gener. Comput. Syst., 2013)

Assessment of Feature Selection and Classification Approaches to Enhance Information from overnight oximetry in the Context of Apnea Diagnosis. - Daniel Álvarez; Roberto Hornero; J. Víctor Marcos; Niels Wessel; Thomas Penzel; Martin Glos; Félix del Campo (Int. J. Neural Syst., 2013)

Sleep Detection Using a Depth Camera. - Björn Krüger; Anna Vögele; Lukas Herwartz; Thomas Terkatz; Andreas Weber 004; Carmen Garcia; Ingo Fietze; Thomas Penzel (ICCSA (1), 2014)

Sleep Detection Using De-identified Depth Data. - Björn Krüger; Anna Vögele; Marouane Lassiri; Lukas Herwartz; Thomas Terkatz; Andreas Weber 004; Carmen Garcia; Ingo Fietze; Thomas Penzel (J. Mobile Multimedia, 2014)

Detection of Respiratory Arousals Using Photoplethysmography (PPG) Signal in Sleep Apnea Patients. - Chandan K. Karmakar; Ahsan H. Khandoker; Thomas Penzel; Christoph Schöbel; Marimuthu Palaniswami (IEEE J. Biomed. Health Informatics, 2014)

Multicenter Data Sharing for Collaboration in Sleep Medicine. - Maximilian Beier; Christoph Jansen; Geert Mayer; Thomas Penzel; Andrea Rodenbeck; René Siewert; Jie Wu 014; Dagmar Krefting (CCGRID, 2015)

Characterising insomnia: A graph spectral theory approach. - Ramiro Chaparro-Vargas; Beena Ahmed; Thomas Penzel; Dean Cvetkovic (EMBC, 2015)

Searching arousals: A fuzzy logic approach. - Ramiro Chaparro-Vargas; Beena Ahmed; Thomas Penzel; Dean Cvetkovic (EMBC, 2015)

EEG time and frequency domain analyses of primary insomnia. - Sana Tmar-Ben Hamida; Thomas Penzel; Beena Ahmed (EMBC, 2015)

Periodic leg movement (PLM) monitoring using a distributed body sensor network. - Priyanka Madhushri; Beena Ahmed; Thomas Penzel; Emil Jovanov (EMBC, 2015)

Automated sleep spindle detection using IIR filters and a Gaussian Mixture Model. - Chanakya Reddy Patti; Thomas Penzel; Dean Cvetkovic (EMBC, 2015)

A novel insomnia identification method based on Hjorth parameters. - Sana Tmar-Ben Hamida; Beena Ahmed; Thomas Penzel (ISSPIT, 2015)

Oxygen Saturation and RR Intervals Feature Selection for Sleep Apnea Detection. - Antonio G. Ravelo-García; Jan F. Kraemer; Juan L. Navarro-Mesa; Eduardo Hernández-Pérez; Javier Navarro-Esteva; Gabriel Juliá-Serdá; Thomas Penzel; Niels Wessel (Entropy, 2015)

How many sleep stages do we need for an efficient automatic insomnia diagnosis? - Sana Tmar-Ben Hamida; Martin Glos; Thomas Penzel; Beena Ahmed (EMBC, 2016)

Photoplethysmography derivatives and pulse transit time in overnight blood pressure monitoring. - Sobhan Salari Shahrbabaki; Beena Ahmed; Thomas Penzel; Dean Cvetkovic (EMBC, 2016)

Pulse transit time and heart rate variability in sleep staging. - Sobhan Salari Shahrbabaki; Beena Ahmed; Thomas Penzel; Dean Cvetkovic (EMBC, 2016)

Detection of cardiovascular risk from a photoplethysmographic signal using a matching pursuit algorithm. - Dirk Sommermeyer; Ding Zou; Joachim H. Ficker; Winfried Randerath; Christoph Fischer; Thomas Penzel; Bernd Sanner; Jan Hedner; Ludger Grote (Medical Biol. Eng. Comput., 2016)

Insomnia Characterization: From Hypnogram to Graph Spectral Theory. - Ramiro Chaparro-Vargas; Beena Ahmed; Niels Wessel; Thomas Penzel; Dean Cvetkovic (IEEE Trans. Biomed. Eng., 2016)

Heuristic Approximation of the MAP Estimator for Automatic Two-channel Sleep Staging. - Shirin Riazy; Tilo Wendler; Jürgen Pilz; Martin Glos; Thomas Penzel (BIOSIGNALS, 2017)

Comparing two insomnia detection models of clinical diagnosis techniques. - Lamana Mulaffer; Mostafa Ali Shahin; Martin Glos; Thomas Penzel; Beena Ahmed (EMBC, 2017)

Development of methods for sleep disordered breathing to identify phenotypes. - Thomas Penzel; Christoph Schöbel; Martin Glos; Lisa Schwarz; Lisa Prochnow; Ingo Fietze (EMBC, 2017)

Blood pressure and cardiovascular parameters during sleep arousals. - Sobhan Salari Shahrbabaki; Beena Ahmed; Thomas Penzel; Dean Cvetkovic (EMBC, 2017)

Multicenter data sharing for collaboration in sleep medicine. - Maximilian Beier; Christoph Jansen; Geert Mayer; Thomas Penzel; Andrea Rodenbeck; René Siewert; Michael Witt 001; Jie Wu 014; Dagmar Krefting (Future Gener. Comput. Syst., 2017)

An Algorithm for Real-Time Pulse Waveform Segmentation and Artifact Detection in Photoplethysmograms. - Christoph Fischer; Benno Domer; Thomas Wibmer; Thomas Penzel (IEEE J. Biomed. Health Informatics, 2017)

Deep Learning and Insomnia: Assisting Clinicians With Their Diagnosis. - Mostafa Ali Shahin; Beena Ahmed; Sana Tmar-Ben Hamida; Fathima Lamana Mulaffer; Martin Glos; Thomas Penzel (IEEE J. Biomed. Health Informatics, 2017)

A Two Stage Approach for the Automatic Detection of Insomnia. - Mostafa Ali Shahin; Lamana Mulaffer; Thomas Penzel; Beena Ahmed (EMBC, 2018)

Sensor-Mesh-Based System with Application on Sleep Study. - Maksym Gaiduk; Bruno Vunderl; Ralf Seepold; Juan Antonio Ortega 001; Thomas Penzel (IWBBIO (2), 2018)

Recognition of Sleep/Wake States analyzing Heart Rate, Breathing and Movement Signals. - Maksym Gaiduk; Ralf Seepold; Thomas Penzel; Juan Antonio Ortega 001; Martin Glos; Natividad Martínez Madrid (EMBC, 2019)

Wearable Multimodal Stethoscope Patch for Wireless Biosignal Acquisition and Long-Term Auscultation. - Michael Klum; Fabian Leib; Casper Oberschelp; David Martens; Alexandru-Gabriel Pielmus; Timo Tigges; Thomas Penzel; Reinhold Orglmeister (EMBC, 2019)

Detection of Sleep Apnea Using Sonar Smartphone Technology. - Graeme Lyon; Roxana Tiron; Alberto Zaffaroni; Ahmed Osman; Hannah Kilroy; Katharina Lederer; Ingo Fietze; Thomas Penzel (EMBC, 2019)

Sleep-Wake Classification using Statistical Features Extracted from Photoplethysmographic Signals. - Mohammod Abdul Motin; Chandan Kumar Karmakar; Thomas Penzel; Marimuthu Palaniswami (EMBC, 2019)

Effects of optimized heart failure medication on central sleep apnea with Cheyne-Stokes respiration pattern in chronic heart failure with reduced left-ventricular ejection fraction. - Christoph Schöbel; Ingo Fietze; Thomas Penzel (EMBC, 2019)

Sleep Staging Monitoring Based on Sonar Smartphone Technology. - Alberto Zaffaroni; Sam Coffey; Stephen Dodd; Hannah Kilroy; Graeme Lyon; Damien O'Rourke; Katharina Lederer; Ingo Fietze; Thomas Penzel (EMBC, 2019)

A Review of Approaches for Sleep Quality Analysis. - Fábio Mendonça; Sheikh Shanawaz Mostafa; Fernando Morgado Dias; Antonio G. Ravelo-García; Thomas Penzel (IEEE Access, 2019)

A Performant Web-Based Visualization, Assessment, and Collaboration Tool for Multidimensional Biosignals. - Maximilian Beier; Thomas Penzel; Dagmar Krefting (Frontiers Neuroinformatics, 2019)

A Review of Obstructive Sleep Apnea Detection Approaches. - Fábio Mendonça; Sheikh Shanawaz Mostafa; Antonio G. Ravelo-García; Fernando Morgado Dias; Thomas Penzel (IEEE J. Biomed. Health Informatics, 2019)

A Comparison of Objective and Subjective Sleep Quality Measurement in a Group of Elderly Persons in a Home Environment. - Maksym Gaiduk; Ralf Seepold; Natividad Martínez Madrid; Juan Antonio Ortega 001; Massimo Conti; Simone Orcioni; Thomas Penzel; Wilhelm Daniel Scherz; Juan José Perea; Ángel Serrano Alarcón; Gerald Weiss (ApplePies, 2020)

Comparison of PSG signals and Respiratory Movement Signal via 3D Camera in Detecting Sleep Respiratory Events by LSTM Models. - Carmina Coronel; Christoph Wiesmeyr; Heinrich Garn; Bernhard Kohn; Anahid Naghibzadeh-Jalali; Alexander Schindler; Markus Wimmer; Magdalena Mandl; Martin Glos; Thomas Penzel; Gerhard Kloesch; Andrijana Stefanic-Kejik; et al. (APSIPA, 2020)

Embedded system for non-obtrusive sleep apnea detection*. - Maksym Gaiduk; Simone Orcioni; Massimo Conti; Ralf Seepold; Thomas Penzel; Natividad Martínez Madrid; Juan Antonio Ortega 001 (EMBC, 2020)

Distinguish Obstructive and Central Sleep Apnea by Portable Peripheral Arterial Tonometry*. - Thomas Penzel; Martin Glos; Ingo Fietze; Sebastian Herberger; Giora Pillar (EMBC, 2020)

Healthcare and data privacy requirements for e-health cloud: A qualitative analysis of clinician perspectives. - Taridzo Chomutare; Kassaye Yitbarek Yigzaw; Sílvia Delgado Olabarriaga; Alexandra Makhlysheva; Marcela Tuler de Oliveira; Line Silsand; Dagmar Krefting; Thomas Penzel; Christiaan Hillen; Johan Gustav Bellika (HealthCom, 2020)

Deep Recurrent Neural Networks for Automatic Detection of Sleep Apnea from Single Channel Respiration Signals. - Hisham ElMoaqet; Mohammad Eid; Martin Glos; Mutaz Ryalat; Thomas Penzel (Sensors, 2020)

Evaluating Body Movement and Breathing Signals for Identification of Sleep/Wake States. - Maksym Gaiduk; Ralf Seepold; Natividad Martínez Madrid; Thomas Penzel; Lucas Weber; Massimo Conti; Simone Orcioni; Juan Antonio Ortega 001 (ApplePies, 2021)

Directional Couplings Between Electroencephalogram and Interbeat Intervals Signals in Awake State and Different Stages of Sleep. - Ekaterina I. Borovkova; Alexey N. Hramkov; Anatoly S. Karavaev; Vladimir I. Ponomarenko; Mikhail D. Prokhorov; Yurii M. Ishbulatov; Thomas Penzel (EMBC, 2021)

Sleep Apnea & Chronic Obstructive Pulmonary Disease: Overlap Syndrome Dynamics in Patients from an Epidemiological Study. - Ignasi Ferrer-Lluis; Yolanda Castillo-Escario; Martin Glos; Ingo Fietze; Thomas Penzel; Raimon Jané (EMBC, 2021)

Automatic Sleep Staging in Children with Sleep Apnea using Photoplethysmography and Convolutional Neural Networks. - Fernando Vaquerizo-Villar; Daniel Álvarez; Jan F. Kraemer; Niels Wessel; Gonzalo C. Gutiérrez-Tobal; Eva Calvo; Félix del Campo; Leila Kheirandish-Gozal; David Gozal; Thomas Penzel; Roberto Hornero (EMBC, 2021)

Enhancing Current Cardiorespiratory-based Approaches of Sleep Stage Classification by Temporal Feature Stacking. - Lucas Weber; Maksym Gaiduk; Ralf Seepold; Natividad Martínez Madrid; Martin Glos; Thomas Penzel (EMBC, 2021)

IEEE Access Special Section Editorial: Advanced Information Sensing and Learning Technologies for Data-Centric Smart Health Applications. - Qingxue Zhang; Vincenzo Piuri; Edward A. Clancy; Dian Zhou; Thomas Penzel; Wenchuang Walter Hu (IEEE Access, 2021)

IEEE Access Special Section Editorial: Smart Health Sensing and Computational Intelligence: From Big Data to Big Impacts. - Qingxue Zhang; Vincenzo Piuri; Edward A. Clancy; Dian Zhou; Thomas Penzel; Wenchuang Walter Hu; Hui Zheng (IEEE Access, 2021)

Reliability of heart-rate-variability features derived from ultra-short ECG recordings and their validity in the assessment of cardiac autonomic neuropathy. - Dominik Wehler; Herbert F. Jelinek; Adrian Gronau; Niels Wessel; Jan F. Kraemer; Robert Krones; Thomas Penzel (Biomed. Signal Process. Control., 2021)

3D Camera and Pulse Oximeter for Respiratory Events Detection. - Carmina Reyes-Coronel; Christoph Wiesmeyr; Heinrich Garn; Bernhard Kohn; Markus Wimmer; Magdalena Mandl; Martin Glos; Thomas Penzel; Gerhard Klösch; Andrijana Stefanic-Kejik; Marion Böck; Eugenijus Kaniusas; et al. (IEEE J. Biomed. Health Informatics, 2021)

Single-lead ECG based multiscale neural network for obstructive sleep apnea detection. - Zhiya Wang; Caijing Peng; Baozhu Li; Thomas Penzel; Ran Liu; Yuan Zhang 007; Xinge Yu (Internet Things, 2022)

A Deep Transfer Learning Framework for Sleep Stage Classification with Single-Channel EEG Signals. - Hisham ElMoaqet; Mohammad Eid; Mutaz Ryalat; Thomas Penzel (Sensors, 2022)

High Frequency-Low Amplitude Oscillometry: Continuous Unobtrusive Monitoring of Respiratory Function on PAP Machines. - Hamed Hanafi Alamdari; Luke Hacquebard; Stephen Driscoll; Kamal El-Sankary; David C. Roach; Robin LeBlanc; Scott C. Lowe; Sageev Oore; Thomas Penzel; Ingo Fietze; Michael Schmidt; Debra Morrison (IEEE Trans. Biomed. Eng., 2022)

Reconstruction of Pulse Wave and Respiration From Wrist Accelerometer During Sleep. - Johannes Zschocke; Julian Leube; Martin Glos; Oxana Semyachkina-Glushkovskaya; Thomas Penzel; Ronny P. Bartsch; Jan W. Kantelhardt (IEEE Trans. Biomed. Eng., 2022)

Estimation of Sleep Stages Analyzing Respiratory and Movement Signals. - Maksym Gaiduk; Juan José Perea; Ralf Seepold; Natividad Martínez Madrid; Thomas Penzel; Martin Glos; Juan Antonio Ortega 001 (IEEE J. Biomed. Health Informatics, 2022)

A deep learning model based on the combination of convolutional and recurrent neural networks to enhance pulse oximetry ability to classify sleep stages in children with sleep apnea. - Fernando Vaquerizo-Villar; Daniel Álvarez; Gonzalo C. Gutiérrez-Tobal; Félix del Campo; David Gozal; Leila Kheirandish-Gozal; Thomas Penzel; Roberto Hornero (EMBC, 2023)

STREAMLINE: An Automated Machine Learning Pipeline for Biomedicine Applied to Examine the Utility of Photography-Based Phenotypes for OSA Prediction Across International Sleep Centers. - Ryan J. Urbanowicz; Harsh Bandhey; Brendan T. Keenan; Greg Maislin; Sy Hwang; Danielle L. Mowery; Shannon M. Lynch; Diego R. Mazzotti; Fang Han; Qing Yun Li; Thomas Penzel; Sergio Tufik; et al. (CoRR, 2023)

Performance of a Convolutional Neural Network Derived From PPG Signal in Classifying Sleep Stages. - Ahsan Habib 003; Mohammod Abdul Motin; Thomas Penzel; Marimuthu Palaniswami; John Yearwood; Chandan K. Karmakar (IEEE Trans. Biomed. Eng., 2023)

Automatic sleep-stage classification of heart rate and actigraphy data using deep and transfer learning approaches. - Yaopeng J. X. Ma; Johannes Zschocke; Martin Glos; Maria Kluge; Thomas Penzel; Jan W. Kantelhardt; Ronny P. Bartsch (Comput. Biol. Medicine, 2023)

Nocturnal Blood Pressure Estimation from Sleep Plethysmography Using Machine Learning. - Gizem Yilmaz; Xingyu Lyu; Ju Lynn Ong; Lieng Hsi Ling; Thomas Penzel; B. T. Thomas Yeo; Michael W. L. Chee (Sensors, 2023)

The Beginning of the AI-Enabled Preventative PAP Therapy Era: A First-in-Human Proof of Concept Interventional Study. - Meagan Sinclair; Hamed Hanafi Alamdari; Julia Paffile; Kamal El-Sankary; Scott C. Lowe; Stephen Driscoll; Sageev Oore; Heather Tomson; Gregory Begin; Guillermo Aristi; Michael Schmidt; David C. Roach; et al. (IEEE Trans. Biomed. Eng., 2023)

MSleepNet: A Semi-Supervision-Based Multiview Hybrid Neural Network for Simultaneous Sleep Arousal and Sleep Stage Detection. - Hongmei Liu; Haibo Zhang 001; Baozhu Li; Xinge Yu; Yuan Zhang 007; Thomas Penzel (IEEE Trans. Instrum. Meas., 2024)

ESSN: An Efficient Sleep Sequence Network for Automatic Sleep Staging. - Yongliang Chen; Yudan Lv; Xinyu Sun; Mikhail Poluektov; Yuan Zhang 007; Thomas Penzel (IEEE J. Biomed. Health Informatics, 2024)

Using Ensemble Methods to Predict End of Apnea Episodes with EEG Signals. - Hisham ElMoaqet; Abdullah Ahmed; Matthew Salanitro; Martin Glos; Thomas Penzel (EUROCON, 2025)

Visual Analytics for the Analysis of Sleep Quality. - Maria Tsiobra; Georgios Nikolis; Christos Diamantakis; Matthew Salanitro; Ilias Kalamaras; Vasilis Lwlis; Thomas Penzel; Konstantinos Votis; Dimitrios Tzovaras (VISIGRAPP (1): GRAPP, HUCAPP, IVAPP, 2025)

Age estimation for disorder characterization from pediatric polysomnograms. - Sven Festag; Sebastian Herberger; Cord Spreckelsen; Dagmar Krefting; Ingo Fietze; Thomas Penzel; Peter B. Marschik; Nicolai Spicher (Biomed. Signal Process. Control., 2025)

World of ScoreCraft: Novel Multi Scorer Experiment on the Impact of a Decision Support System in Sleep Staging. - Benedikt Holm; Arnar Óskarsson; Björn Elvar Þorleifsson; Hörður Þór Hafsteinsson; Sigríður Sigurðardóttir; Heiður Grétarsdóttir; Kenan Hoelke; Gabriel Marc Marie Jouan; Thomas Penzel; Erna Sif Arnardóttir; María Óskarsdóttir (CoRR, 2025)

ActiveSleepLearner: Less Annotation Budget for Better Large-Scale Sleep Staging. - Qi Liu; Jie Wei; Thomas Penzel; Maarten De Vos; Yuan Zhang 007; Zhiyi Huang 001; Mikhail Poluektov; Yulan Zhu; Chenyu Li (IEEE Trans. Emerg. Top. Comput. Intell., 2025)

Cross-Granular Collaborative Recognition of Cortical Arousal and Sleep Stages From Photoplethysmography. - Yamei Li; Jing Li; Xinyu Sun; Martin Glos; Yuan Zhang 007; Thomas Penzel (IEEE Trans. Biomed. Eng., 2025)