Manfred Hartmann

Search results

• 2025

  Advancing Preterm EEG Analysis: An Adaptive Algorithm for Interburst Interval Detection

  Mader, J. C. (Speaker), Hartmann, M., Kluge, T., Giordano, V., Male-Dressler, A., Koren, J., Herta, J., Rona, Z. & Berger, A., 19 Feb 2025.

  Research output: Poster presentation without proceedings › peer-review

  Open Access

  File
  5 Downloads (Pure)

• Assessing Spatial EEG Maturation in Preterm Infants and its temporal evolution

  Mader, J. C. (Speaker), Hartmann, M., Kluge, T., Berger, A., Klebermaß-Schrehof, K., Werther, T., Male-Dressler, A., Giordano, V., Koren, J., Oberdorfer, L. & Pointner, N., 19 Feb 2025.

  Research output: Poster presentation without proceedings › peer-review

  Open Access

  File
  3 Downloads (Pure)

• Linking EEG Maturation to Cognitive Outcomes: A Machine Learning Approach in Preterm Neonates

  Mader, J. C. (Speaker), Hartmann, M., Kluge, T., Giordano, V., Klebermaß-Schrehof, K., Werther, T., Male-Dressler, A., Koren, J., Berger, A., Pointner, N. & Fuiko, R., 19 Feb 2025.

  Research output: Poster presentation without proceedings › peer-review

  Open Access

  File
  7 Downloads (Pure)

• Longitudinal, EEG-based assessment of sleep in people with epilepsy: An automated sleep staging algorithm non-inferior to human raters

  Helge, A. W., Arguissain, F., Lechner, L., Gritsch, G., Duun-Henriksen, J., Ahrens, E., Kluge, T. & Hartmann, M., 27 Jan 2025, In: Clinical Neurophysiology Practice. 10, 2025

  Research output: Contribution to journal › Article › peer-review

  Open Access

• Spectral Signatures of Brain Development: EEG-Analysis of Preterm Infants

  Mader, J. C. (Speaker), Hartmann, M., Kluge, T., Giordano, V., Berger, A., Pointner, N. & Klebermaß-Schrehof, K., 19 Feb 2025.

  Research output: Poster presentation without proceedings › peer-review

  Open Access

  File
  1 Downloads (Pure)
• 2024

  Adaptive threshold algorithm for detecting EEG-interburst intervals in extremely preterm neonates

  Mader, J., Hartmann, M., Dressler, A., Oberdorfer, L., Rona, Z., Glatter, S., Czaba-Hnizdo, C., Herta, J., Kluge, T., Werther, T., Berger, A., Koren, J., Klebermass-Schrehof, K. & Giordano, V., 1 Oct 2024, In: Physiological Measurement. 45, 9, 28 p., 095017.

  Research output: Contribution to journal › Article › peer-review

  • Electroencephalogram 100%
  • Prematurity 100%

• Advancing Preterm EEG Analysis: A Stochastic-Gradient-Descent-Enhanced Adaptive Algorithm for Interburst Interval Detection

  Mader, J. C. (Speaker), Hartmann, M., Male-Dressler, A., Oberdorfer, L., Rona, Z., Glatter, S., Czaba-Hnizdo, C., Herta, J., Werther, T., Kluge, T., Berger, A., Koren, J., Klebermaß-Schrehof, K. & Giordano, V., 2024.

  Research output: Poster presentation without proceedings

  • Neural Network 100%
  • Neonate 100%
  • Solution and Solubility 100%

• Automatic detection of electrographic Status Epilepticus based on seizure burden estimation in critically ill patients

  Stegmann, H. (Speaker), Koren, J., Fisher, R., Lang, C., Primiani, C., Baumgartner, C., Kluge, T. & Hartmann, M., 8 Apr 2024.

  Research output: Poster presentation without proceedings

  Open Access

  File

  • Status Epilepticus 100%
  • Electroencephalogram 58%
  • Artificial Neural Network 8%
  • Clinical Decision Making 8%
  5 Downloads (Pure)

• Automatic Detection of Nonconvulsive Status Epilepticus and Seizure Burden Monitoring Using a Full-montage EEG System

  Nadasdy, Z. (Author and Speaker), Fogarty, A., Primiani, C., Koren, J., Lang, C., Duarte, C., Baumgartner, C., Shen, J., Stegmann, H., Kluge, T. & Hartmann, M., 8 Dec 2024.

  Research output: Poster presentation without proceedings

  File

  • Epileptic Seizure 100%
  • Status Epilepticus 100%
  • Epileptic State 100%
  • Emergency Care 17%
  • Cognitive Defect 16%
  11 Downloads (Pure)

• Generalized and Focal Interictal Epileptiform Discharge Rates are modulated differently by Sleep Stages in Idiopathic Generalized Epilepsy

  Lang, C. (Speaker), Gritsch, G., Lechner, L., Hartmann, M., Kluge, T., Koren, J., Hafner, S. & Baumgartner, C., 2024.

  Research output: Poster presentation without proceedings › peer-review

• Idiopathic generalized epilepsies in the epilepsy monitoring unit: Systematic quantification of focal EEG and semiological signs

  Koren, J., Lang, C., Gritsch, G., Mayer, L., Hartmann, M., Hafner, S., Kluge, T. & Baumgartner, C., 1 Jun 2024, In: Clinical Neurophysiology. 162, p. 82-90 9 p.

  Research output: Contribution to journal › Article › peer-review

  • Epileptic Discharge 100%
  • Primary Generalized Epilepsy 100%
  • Partial Seizure 72%
  • Epileptic Seizure 9%
  • Clinical Neurophysiology 9%
• 2023

  Deep neural networks for highly sensitive detection of seizure onset times in long-term EEG recordings

  Hartmann, M. (Speaker), 7 Mar 2023.

  Research output: Poster presentation without proceedings

  • Neural Network 100%
  • Video-EEG Monitoring 20%
  • Ictal 20%

• Fine-tuning of pre-processing filters enables scalp-EEG based training of subcutaneous EEG models

  Hartmann, M. (Speaker), Lechner, L., Helge, A. W., Ahrens, E., Bachler, M., Hametner, B., Gritsch, G., Kluge, T. & Hartmann, M., 9 Oct 2023, 2023 IEEE 19th International Conference on Body Sensor Networks (BSN): Conference Proceedings. Boston, Massachusetts, USA, p. 1-4 4 p. [P48]. (International Workshop on Wearable and Implantable Body Sensor Networks (BSN); vol. 15).

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation › peer-review

  • Deep Neural Network 100%
  • Preprocessing 100%
  • Novel Device 50%
  • Neural Network Training 50%
  • Amplifier 50%

• Seizure detection with deep neural networks for review of two-channel electroencephalogram

  Hartmann, M., Koren, J., Baumgartner, C., Duun-Henriksen, J., Gritsch, G., Kluge, T., Perko, H. & Fürbass, F., 27 Dec 2023, In: Epilepsia. 64 (2023), Suppl 4, p. S34–S39 6 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Neural Network 100%
  • Electroencephalogram 100%
• 2022

  Detecting temporal lobe seizures in ultra long-term subcutaneous EEG using algorithm-based data reduction

  Remvig, L. S., Duun-Henriksen, J., Fürbass, F., Hartmann, M., Viana, P., Overby, A. M. K., Weisdorf, S., Richardson, M. P., Beniczky, S. & Kjaer, T. W., 2022, In: Clinical Neurophysiology. 142, p. 86-93 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Temporal Lobe 100%
  • Epileptic Seizure 100%
  • Artificial Neural Network 100%
  • Normal Human 100%

• Relational local electroencephalography representations for sleep scoring

  Brandmayr, G., Brandmayr, G., Hartmann, M., Fürbass, F., Matz, G., Samwald, M., Kluge, T. & Dorffner, G., 2022, In: Neural Networks. 154, p. 310-322 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Long Short-Term Memory Network 100%
  • Bidirectional Encoder Representations From Transformers 100%
  • Long Short-Term Memory 100%
  • Rapid Eye Movement Sleep 100%
  • Eye Movement 100%
• 2021

  Activation patterns of interictal epileptiform discharges in relation to sleep and seizures: An artificial intelligence driven data analysis

  Fürbass, F., Koren, J., Hartmann, M., Brandmayr, G., Hafner, S. & Baumgarnter, C., 2021, In: Clinical Neurophysiology. p. 1584-1592 9 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Rapid Eye Movement Sleep 100%
  • Epileptic Discharge 100%
  • Circadian Rhythm 33%
  • Epileptic Seizure 16%
  • Sleep Time 16%

• Artificial Intelligence outperforms Quantitative EEG Assessment for Seizure Detection of ICU Patients

  Hartmann, M. (Author, Invited), Swisher, C. B. (Author, Invited), Sinha, S. R. (Author, Invited), Husain, A. (Author, Invited), Kluge, T. (Author, Invited) & Fürbass, F. (Speaker, Invited), 2021, Special Issue: 34th International Epilepsy Congress Virtual 28 August – 1 September 2021. p. 3-364 362 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Oral Presentation › peer-review

  Open Access

• Self-Attention Long-Term Dependency Modelling in Electroencephalography Sleep Stage Prediction

  Brandmayr, G., Hartmann, M., Fürbass, F. & Dorffner, G., 2021, Neural Information Processing - 28th International Conference, ICONIP 2021, Sanur, Bali, Indonesia, December 8–12, 2021, Proceedings, Part III. p. 380-389 10 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings without Presentation › peer-review

  Open Access

  • Deep Neural Network 100%
  • Term Dependency 100%
  • Long Short-Term Memory Network 100%
  • Sleep Stage 100%
  • Neural Network 100%
• 2020

  An artificial intelligence-based EEG algorithm for detection of epileptiform EEG discharges: Validation against the diagnostic gold standard

  Fürbass, F., Kural, M. A., Gritsch, G., Hartmann, M., Kluge, T. & Beniczky, S., 2020, In: Clinical Neurophysiology. p. 1174-1179 6 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Electroencephalography 100%

• Deep learning for estimation of functional brain maturation from EEG of premature neonates

  Gschwandtner, L., Hartmann, M., Oberdorfer, L., Fürbass, F., Klebermaß-Schrehof, K., Werther, T., Stevenson, N., Gritsch, G., Perko, H., Berger, A., Kluge, T. & Giordano, V., 2020, 2020 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). 4 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings without Presentation › peer-review

  Open Access

  • Brain Function 100%
  • Electroencephalogram 100%
  • Brain Maturation 100%

• Quiet-Sleep Erkennung mit künstlicher Intelligenz bei Säuglingen

  Brandmayr, G. (Speaker), Hartmann, M., Luigarth, R., Schneider, B., Kluge, T. & Dorffner, G., 2020, Abstracts der 28. Jahrestagung der Deutschen Gesellschaft für Schlafforschung und Schlafmedizin e. V. - "Schlaf und Arbeit". Brandmayr, G., Hartmann, M., Luigarth, R., Schneider, B., Kluge, T. & Dorffner, G. (eds.). 24 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Oral Presentation

  Open Access
• 2019

  Begleitende Schlafstadienbestimmung in computergestützter epileptischer Anfallserkennung

  Brandmayr, G. (Speaker), Hartmann, M., Fürbass, F. & Kluge, T., 2019, Abstracts der 27. Jahrestagung der Deutschen Gesellschaft für Schlafforschung und Schlafmedizin e. V. "Die innere Uhr". Dgsm, D. G. S. & Springer Medizin Verlag GmbH, T. S. N. (eds.). 2 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation

  Open Access

• Collateral sleep staging in computer based epileptic seizure screening

  Brandmayr, G. (Speaker), Hartmann, M., Fürbass, F., Perko, H. & Kluge, T., 2019, International Conference on Advanced Sleep Modulation Technologies - Impact on research, health, and society. 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Oral Presentation
• 2018

  Automated Long-Term EEG Review: Fast and Precise Analysis in Critical Care Patients

  Koren, J., Herta, J., Fürbass, F., Pirker, S., Reiner-Deitemeyr, V., Riederer, F., Flechsenhar, J., Hartmann, M., Kluge, T. & Baumgartner, C., 2018, In: Frontiers in Neurology. 1 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

• Automatic Seizure Detection based on Multimodal Signal Quantification

  Fürbass, F. (Speaker), Perko, H., Hartmann, M. & Kluge, T., 2018.

  Research output: Poster presentation without proceedings

• Automatic spike detection in intracerebral depth electrode recordings

  Gritsch, G., Ossenblok, P., Colon, A., Fürbass, F. (Speaker), Hartmann, M. & Kluge, T., 2018.

  Research output: Poster presentation without proceedings

• Computer aided evaluation of intracerebral depth electrode recordings by automatic seizure detection

  Fürbass, F. (Speaker), Ossenblok, P., Colon, A., Gritsch, G., Hartmann, M. & Kluge, T., 2018.

  Research output: Poster presentation without proceedings

• Early Epileptiform Discharges and Clinical Signs Predict Nonconvulsive Status Epilepticus on Continuous EEG

  Koren, J., Herta, J., Draschtak, S., Pötzl, G., Fürbass, F., Hartmann, M., Kluge, T., Gruber, A. & Baumgartner, C., 2018, In: Neurocritical Care. p. 1-8 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access
• 2017

  A Coparison of Rule-Based and Machine Learning Methods for Classification of Spikes in EEG

  Ganglberger, W., Gritsch, G., Hartmann, M., Fürbass, F., Perko, H., Skupch, A. M. & Kluge, T., 2017, In: Journal of Communications. p. 589-595 7 p.

  Research output: Contribution to journal › Article › peer-review

• Applicability of NeuroTrend as a bedside monitor in the neuro ICU

  Herta, J., Koren, P. J., Fürbass, F., Zöchmeister, A., Hartmann, M., Hosmann, A., Baumgartner, C. & Gruber, A., 2017, In: Clinical Neurophysiology. 128, p. 1000-1007 8 p.

  Research output: Contribution to journal › Article › peer-review

• Can automated EEG analysis software reduce the workload of critical care EEG review in clinical practice?

  Koren, P. J. (Speaker), Flechsenhar, J., Pirker, S., Reiner-Deitemeyr, V., Riederer, F., Herta, J., Baumgartner, C., Fürbass, F., Kluge, T. & Hartmann, M., 2017.

  Research output: Poster presentation without proceedings

• Real-Time Neuroimaging for Rehabilitation of Stroke Patients

  Gritsch, G. (Speaker), Skupch, A., Hartmann, M., Frühwirt, W., Grossegger, D. & Kluge, T., 2017.

  Research output: Poster presentation without proceedings

• Reduced electrode arrays for the automated detection of rhythmic and periodic patterns in the intensive care unit: Frequently tried, frequently failed?

  Herta, J., Koren, P. J., Fürbass, F., Hartmann, M., Gruber, A. & Baumgartner, C., 2017, In: Clinical Neurophysiology. 128, p. 1524-1531 8 p.

  Research output: Contribution to journal › Article › peer-review
• 2016

  Effect of Electrode Reduction on Detection of EEG Patterns in Intensive Care Patients

  Fürbass, F. (Speaker), Hartmann, M., Herta, J., Koren, J., Kluge, T., Gruber, A. & Baumgartner, C., 2016, Journal of Clinical Neurophysiology. p. 1 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation

• Monitoring burst suppression in critically ill patients: Multi-centric evaluation of a novel method

  Fürbass, F., Herta, J., Koren, J., Westover, M. B., Hartmann, M., Gruber, A., Baumgartner, C. & Kluge, T., 2016, In: Clinical Neurophysiology. 127, p. 2038-2043 6 p.

  Research output: Contribution to journal › Article › peer-review

• Rapid review of long-term EEG recordings from epilepsy monitoring

  Hartmann, M., Fürbass, F. (Speaker), Gritsch, G., Herta, J., Koren, J., Baumgartner, C. & Kluge, T., 2016, Journal of Clinical Neurophysiology. p. 1 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation

• Rhythmic and periodic EEG patterns of `ictal-interictal uncertainty in critically ill neurological patients

  Koren, P. J., Herta, J., Pirker, S., Baumgartner, C., Fürbass, F., Kluge, T. & Hartmann, M., 2016, In: Clinical Neurophysiology. 127, p. 1176-1181 6 p.

  Research output: Contribution to journal › Article › peer-review
• 2015

  Automatic Detection of Burst-Suppression Patterns in Scalp EEG

  Fürbass, F. (Speaker), Hartmann, M., Herta, J., Koren, J. & Kluge, T., 2015, Journal of Clinical Neurophysiology. 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation

• Automatic detection of rhytmic and periodic patterns in critical care EEG based on American Clinical Neurophysiology Society (ACNS) standardized terminology

  Fürbass, F., Hartmann, M., Halford, J. J., Koren, J., Herta, J., Gruber, A., Baumgartner, C. & Kluge, T., 2015, In: Neurophysiologie Clinique-Clinical Neurophysiology. 45, 3, p. 203-213 11 p.

  Research output: Contribution to journal › Article › peer-review

• Fully automatic head modelling for EEG source imaging

  Fürbass, F. (Speaker), Hartmann, M., Perko, H. & Kluge, T., 2015, Journal of Clinical Neurophysiology. 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation

• Intracranial hemorrhage: Experience in patient selection for continuous EEG monitoring and seizure detection in the critically iII

  Herta, J., Koren, J. (Speaker), Fürbass, F., Hartmann, M., Perko, H., Kluge, T., Baumgartner, C. & Gruber, A., 2015.

  Research output: Poster presentation without proceedings

• NeuroTrend: prospective validation of rhytmic and periodic pattern detection in the ICU

  Herta, J. (Speaker), Koren, J., Fürbass, F., Hartmann, M., Perko, H., Kluge, T., Baumgartner, C. & Gruber, A., 2015, 5th London-Innsbruck Colloquium on Status Epilepticus and Acute Seizures - Final Programme. p. 44 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation

• NeuroTrend: Prospective validation of rhytmic and periodic pattern detection method for Scalp EEG

  Fürbass, F. (Speaker), Herta, J., Koren, J., Skupch, A., Hartmann, M., Kluge, T., Gruber, A. & Baumgartner, C., 2015, The 15th European Congress on Clinical Neurophysiology - Book of Abstracts. p. 141 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation

• Prediction of rhytmic and periodic EEG patterns and seizures on continuous EEG with early epileptiform discharges

  Koren, J. (Speaker), Herta, J., Draschtak, S., Pötzl, G., Fürbass, F., Hartmann, M., Kluge, T. & Baumgartner, C., 2015, 5th London-Innsbruck Colloquium on Status Epilepticus and Acute Seizures - Final Programme. p. 43 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation

• Prediction of rhytmic and periodic EEG patterns and seizures on continuous EEG with early epileptiform discharges

  Koren, J., Herta, J., Draschtak, S., Pötzl, G., Pirker, S., Fürbass, F., Hartmann, M., Kluge, T. & Baumgartner, C., 2015, In: Epilepsy & Behavior. 49, p. 286-289 4 p.

  Research output: Contribution to journal › Article › peer-review

• Prospective assessment and validation of rhytmic and periodic pattern detection in NeuroTrend: A new approach for screening continuous EEG in the intensive care unit

  Herta, J., Koren, J., Fürbass, F., Hartmann, M., Kluge, T. & Baumgartner, C., 2015, In: Epilepsy & Behavior. 49, p. 273-279 7 p.

  Research output: Contribution to journal › Article › peer-review

• Rapid Identification of Ictal Events in Long-Term EEG Recordings from Epilepsy Monitoring

  Hartmann, M. (Speaker), Fürbass, F., Gritsch, G., Skupch, A., Koren, J., Herta, J., Baumgartner, C. & Kluge, T., 2015, Epilepsia. p. 86-87 2 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Poster Presentation
• 2014

  Automatic Analysis and Trending of Long-Term Scalp EEG using NeuroTrend

  Hartmann, M., Fürbass, F. (Speaker), Baumgartner, C., Koren, J., Weinkopf, M., Herta, J., Gruber, A. & Kluge, T., 2014.

  Research output: Poster presentation without proceedings

• Automatic Evaluation of Continuous EEG for Neuromonitoring of Critical III Patients

  Fürbass, F. (Speaker), Hartmann, M., Perko, H., Weinkopf, M., Koren, J., Herta, J., Gruber, A., Baumgartner, C. & Kluge, T., 2014, Abstractbook 2nd LBG Meeting for Health Sciences. 1 p.

  Research output: Chapter in Book or Conference Proceedings › Conference Proceedings with Oral Presentation