Digital Health Bonn

@conference{ahmadi2026a,

title = {State-Space Meets Adaptive Nonlinearity: Efficient and Interpretable EEG-Based Seizure Detection},

author = {Nazila Ahmadi Daryakenari and Björn Krüger},

year  = {2026},

date = {2026-07-30},

booktitle = {48th Annual International Conference of the IEEE Engineering in Medicine and Biology Society},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{simsek2026a,

title = {Kontaktloses kamerabasiertes Messen von Vitalparametern},

author = {Koray Simsek and Johannes Müllers and Rainer Surges and Björn Krüger},

year  = {2026},

date = {2026-06-13},

urldate = {2026-06-13},

booktitle = {64. Jahrestagung der Deutschen Gesellschaft für Epileptologie},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{nokey,

title = {Kontextualisierte Eye-Tracking-Metriken zur Charakterisierung von Suchstrategien bei Personen mit Epilepsie und Kontrollen},

author = {Anna Jansen and Melissa Steininger and Sarah Al-Haj Mustafa and Nataly Bouzan and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger},

year  = {2026},

date = {2026-06-13},

urldate = {2026-06-13},

booktitle = {64. Jahrestagung der Deutschen Gesellschaft für Epileptologie},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{gress2026a,

title = {Anforderungen an sichere KI-Modelle zur Anfallsdetektion mit Wearables in der Epileptologie},

author = {Hannah Greß and Nazila Ahmadi Daryakenari and Christian Bungartz and Felix Viola and Marco Markwald and Gabriela Brüll and Uttam Kumar and Marc Ohm and Rainer Surges and Michael Meier and Elena Demidova and Björn Krüger},

year  = {2026},

date = {2026-06-13},

urldate = {2026-06-13},

booktitle = {64. Jahrestagung der Deutschen Gesellschaft für Epileptologie},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{vetter2026,

title = {Kontaktlose 3D-Human-Pose-Estimation im Video-EEG-Monitoring von Epilepsiepatienten},

author = {Jonas Vetter and Johannes Müllers and Federico Spurio and Rainer Surges and Juergen Gall and Björn Krüger},

year  = {2026},

date = {2026-06-13},

urldate = {2026-06-13},

booktitle = {64. Jahrestagung der Deutschen Gesellschaft für Epileptologie},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Pukropski2026a,

title = {Elektrokardiographische Veränderungen unter Cenobamat – eine retrospektive Prä-Post-Analyse aus verlängerten EKG-Ableitungen bei Patient*innen mit Epilepsie},

author = {Jan Pukropski and Lisa Keßler and Randi von Wrede and Rainer Surges and Björn Krüger},

year  = {2026},

date = {2026-06-13},

urldate = {2026-06-13},

booktitle = {64. Jahrestagung der Deutschen Gesellschaft für Epileptologie},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{steininger2026c,

title = {Zusammenhänge zwischen Anfallssuppressiva und kontextualisierten Eye-Tracking-Metriken bei Menschen mit Epilepsie},

author = {Melissa Steininger and Anna Jansen and Sarah Al-Haj Mustafa and Nataly Bouzan and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger},

year  = {2026},

date = {2026-06-13},

urldate = {2026-06-13},

booktitle = {64. Jahrestagung der Deutschen Gesellschaft für Epileptologie},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{mustafa2026a,

title = {Wer suchet, der findet: Eye Tracking beim Trail Making Test bei Epilepsie – Zusammenhänge mit depressiver Symptomatik},

author = {Sarah Al-Haj Mustafa and Anna Jansen and Melissa Steininger and Johannes Müllers and Rainer Surges and Christoph Helmstaedter and Björn Krüger and Randi von Wrede},

year  = {2026},

date = {2026-06-13},

urldate = {2026-06-13},

booktitle = {64. Jahrestagung der Deutschen Gesellschaft für Epileptologie},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{kretschmer2026a,

title = {Virtual Interaction to Promote Mental Health in Children with Social Anxiety Disorders (VISAKI)},

author = {Anett Kretschmer-Trendowicz and Florian Moser and Lena Gürster and Corinna Pippirs and Pia Maas and Anne Zeiler and Melissa Steininger and Simon Walk and Christian von Bock and Björn Krüger and Thomas Spittler},

year  = {2026},

date = {2026-04-01},

booktitle = {European Congress of Psychiatry 2026},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{steininger2026a,

title = {Linking Higher-level Eye Tracking Metrics to High-Impact Antiseizure Medication in Epilepsy Patients},

author = {Melissa Steininger and Anna Jansen and Sarah Al-Haj Mustafa and Nataly Bouzan and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger},

year  = {2026},

date = {2026-03-31},

booktitle = {4th International Conference on Artificial Intelligence in Epilepsy and Neurological Disorders},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{jansen2026a,

title = {Higher-Level Eye Tracking Metrics Reveal Search Behaviour Differences in Persons with Epilepsy vs. Healthy Controls},

author = {Anna Jansen and Melissa Steininger and Sarah Al-Haj Mustafa and Nataly Bouzan and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger},

year  = {2026},

date = {2026-03-30},

booktitle = {4th International Conference on Artificial Intelligence in Epilepsy and Neurological Disorders},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{Muellers2026,

title = {MARVEL: A Human-in-the-Loop Web Platform for Multimodal Annotation and Classification of Social Behavior},

author = {Johannes Müllers and Usama Siddiquie and Johannes Lemken and Ricarda Staehle and Martin Schulte-Rüther and Björn Krüger},

year  = {2026},

date = {2026-03-14},

urldate = {2026-03-14},

booktitle = {17th Autism Spectrum Scientific Conference},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{nokey,

title = {Clinical Annotation of Socio-Emotional Signals in Autism: Facilitating Diagnostic Review, Consensus Building, and Machine Learning Applications},

author = {Ricarda Staehle and Usama Siddiquie and Johannes Müllers and Björn Krüger and Luise Poustka and Martin Schulte-Rüther},

year  = {2026},

date = {2026-03-14},

booktitle = {17th Autism Spectrum Scientific Conference},

keywords = {},

pubstate = {forthcoming},

tppubtype = {conference}

}

@conference{nokey,

title = {EEG-based Schizophrenia Detection Using Spectral, Entropy, and Graph Connectivity Features with Machine Learning},

author = {Nazila Ahmadi Daryakenari and Seyed Kamaledin Setarehdan},

url = {https://www.researchgate.net/publication/398572103_EEG-based_Schizophrenia_Detection_Using_Spectral_Entropy_and_Graph_Connectivity_Features_with_Machine_Learning},

doi = {https://doi.org/10.64898/2026.04.08.717137},

year  = {2025},

date = {2025-11-20},

urldate = {2025-11-20},

publisher = {bioRxiv},

abstract = {Schizophrenia is a serious mental disorder that changes the way people think, perceive, and manage daily life. Getting the diagnosis right is critical for proper treatment, but in practice it is often difficult. Current evaluations depend mostly on a clinician's judgment, and the overlap of symptoms with bipolar disorder or major depression makes the task even harder. EEG offers a safe and noninvasive way to study brain activity, yet no single EEG feature has been reliable enough to stand on its own. This makes it important to look at integrative approaches that bring together different aspects of brain dynamics. In this study, we analyzed EEG features to distinguish patients with schizophrenia from healthy controls. Spectral power was measured across δ, θ, α, β, and γ bands. Temporal irregularity was quantified with Multiscale Permutation Entropy (MPE), which to our knowledge represents the first application of MPE to EEG in schizophrenia. Functional connectivity was estimated with the weighted Phase Lag Index in θ, α, and β bands, followed by extraction of graph measures including global efficiency, clustering coefficient, characteristic path length, and mean strength. These features were used to train Random Forest, Multi-Layer Perceptron, and Support Vector Machine classifiers. Among the models, Random Forest achieved the most reliable performance, reaching 99.7% accuracy under stratified 5-fold validation and 99.6% under leave-one-subject-out validation. Feature analysis showed that connectivity in θ and α bands contributed most strongly to classification. Topographic maps of θ, α, and β activity also revealed regional group differences. Overall, the results suggest that combining spectral, entropy, and connectivity measures offers a promising framework for EEG-based detection of schizophrenia. Nevertheless, these findings are preliminary given the limited sample size (N=28), and replication in larger and more diverse cohorts is required before clinical translation.},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{alavi2025a,

title = {Graph Neural Networks for Analyzing Eye Fixation Patterns in Epilepsy},

author = {Khashayar Alavi and Anna Jansen and Melissa Steininger and Sarah Al-Haj Mustafa and Johannes Müllers and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger},

year  = {2025},

date = {2025-09-04},

urldate = {2025-09-04},

booktitle = {International Congress on Mobile Health and Digital Technology in Epilepsy},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{jansen2025b,

title = {Search Behavior – Metrics for Analysis of Eye Tracking Data},

author = {Anna Jansen and Melissa Steininger and Sarah Al-Haj Mustafa and Johannes Müllers and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger},

year  = {2025},

date = {2025-09-04},

urldate = {2025-09-04},

booktitle = {International Congress on Mobile Health and Digital Technology in Epilepsy},

journal = {International Congress on Mobile Health and Digital Technology in Epilepsy},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{prukopski2025a,

title = {Implementation of a User-Friendly System in Epileptologic Teleconsultation},

author = {Jan Pukropski and Christian Weber and Johannes Müllers and Martin Grond and Rainer Surges and Björn Krüger},

year  = {2025},

date = {2025-09-04},

urldate = {2025-09-04},

booktitle = {International Congress on Mobile Health and Digital Technology in Epilepsy},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{gress2025a,

title = {Digitale Transformation des Blutprobenmanagements},

author = {Hannah Greß and Saied Alouardani and Nico Hoffmann and Pia Trebing and Albert J. Becker and Rainer Surges and Julika Pitsch and Björn Krüger},

year  = {2025},

date = {2025-03-26},

urldate = {2025-03-26},

booktitle = {Dreiländertagung Epilepsie 2025},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{haaga2025a,

title = {EpiEye – Einfluss anfallssupressiver Medikamente auf Augenbewegungen und autonome Veränderungen bei Epilepsien},

author = {Lisa Haaga and Anna Jansen and Melissa Steininger and Johannes Müllers and Marcel Bausch and Arthur Jordan and Rainer Surges and Björn Krüger},

year  = {2025},

date = {2025-03-26},

booktitle = {Dreiländertagung Epilepsie 2025},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{muellers2025a,

title = {Aufbau eines epileptologischen Telekonsils zwischen dem Klinikum Siegen und dem Universitätsklinikum Bonn},

author = {Johannes Müllers and Hannah Greß and Christian Weber and Mubaris Nadeem and Daniela Hütwohl and Jan Pukropski and Martin Grond and Rainer Surges and Björn Krüger},

year  = {2025},

date = {2025-03-26},

urldate = {2025-03-26},

booktitle = {Dreiländertagung Epilepsie 2025},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{nokey,

title = {ANNE – Augen-Tracking zur Erkennung von Nebenwirkungen bei Epilepsie},

author = {Sarah Al-Haj Mustafa and Anna Jansen and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger},

year  = {2025},

date = {2025-03-26},

urldate = {2025-03-26},

booktitle = {Dreiländertagung Epilepsie 2025},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{neuss2025,

title = {Semiologische Charakteristika der Temporallappenepilepsie mit Antikörpern gegen GAD65},

author = {Maike Susanne Neuß and Julika Pitsch and Björn Krüger and Albert J. Becker and Rainer Surges and Tobias Baumgartner},

year  = {2025},

date = {2025-03-26},

booktitle = {Dreiländertagung Epilepsie 2025},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{muellers2025b,

title = {Multi-Stream Analysis for Robust Head Gesture Classification in Natural Social Interaction: Leveraging High-Resolution Sensor Data for Optimized Visual Classification},

author = {Johannes Müllers and Ricarda Staehle and Sanna Stroth and Luise Poustka and Björn Krüger and Martin Schulte-Rüther},

year  = {2025},

date = {2025-03-07},

booktitle = {16. Wissenschaftlichen Tagung Autismus-Spektrum (WTAS)},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{steininger2025a,

title = {Eye-Tracking Reveals Search Behaviour in Epilepsy Patients},

author = {Melissa Steininger and Anna Jansen and Sarah Al-Haj Mustafa and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger

},

year  = {2025},

date = {2025-03-03},

urldate = {2025-03-03},

booktitle = {3rd International Conference on Artificial Intelligence in Epilepsy and Neurological Disorders},

journal = {3rd International Conference on Artificial Intelligence in Epilepsy and Neurological Disorders},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}

@conference{jansen2025a,

title = {Prediction Models on Eye Tracking Data in Epilepsy},

author = {Anna Jansen and Melissa Steininger and Sarah Al-Haj Mustafa and Johannes Müllers and Rainer Surges and Christoph Helmstaedter and Randi von Wrede and Björn Krüger},

year  = {2025},

date = {2025-03-03},

urldate = {2025-03-03},

booktitle = {3rd International Conference on Artificial Intelligence in Epilepsy and Neurological Disorders},

keywords = {},

pubstate = {published},

tppubtype = {conference}

}