Publications of David Sommer
 

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Sommer, D.; Golz, M.; Schnupp, T.; Krajewski, J.; Trutschel, U.; Edwards, D.
A Measure of Strong Driver Fatigue.
5th International Driving Symposium on Human Factors in Driver Assessment, Training, and Vehicle Design. Driving Assessment 2009, pp. 9-15
Big Sky, MT, USA, June 2009 [#89]

Krajewski, J.; Trutschel, U.; Golz, M.; Sommer, D.; Edwards, D.
Estimating Fatigue from Predetermined Speech Samples Transmitted by Operator.
5th International Driving Symposium on Human Factors in Driver Assessment, Training, and Vehicle Design. Driving Assessment 2009, pp. 468-474
Big Sky, MT, USA, June 2009 [#88]

Hefner, R.; Edwards, D.; Heinze, C.; Sommer, D.; Golz, M.; Sirois, B.; Trutschel, U.
Operator Fatigue Estimation Using Heart Rate Measures.
5th International Driving Symposium on Human Factors in Driver Assessment, Training, and Vehicle Design. Driving Assessment 2009, pp. 110-117
Big Sky, MT, USA, June 2009 [#87]

Krajewski, J.; Sommer, D.; Trutschel, U.; Edwards, D.; Golz, M.
Steering Wheel Behavior Based Estimating of Fatigue.
5th International Driving Symposium on Human Factors in Driver Assessment, Training, and Vehicle Design. Driving Assessment 2009, pp. 118-124
Big Sky, MT, USA, June 2009 [#86]

Dufour, R.; Edenborough, N.; Edwards, D.; Golz, M.; Sommer, D.; Sirois, B.; Dawson, T.; Aguirre, A.; Trutschel, U.
Fatigue Monitoring Technologies Evaluation: Detection of Unsafe Driving Using Delphi’s DSM System.
International Conference on Fatigue Management in Transportation Operations: A Framework for Progress, 2009, pp. 73
Boston, MA, USA, March 2009 [#85]

Trutschel, U.; Sirois, B.; Aguirre, A.; Dawson, T.; Moore-Ede, M.; Sommer, D.; Golz, M.
Shiftwork Adaptation Testing System (SATS).
International Conference on Fatigue Management in Transportation Operations: A Framework for Progress, 2009, pp. 65
Boston, MA, USA, March 2009 [#84]

Sommer, D.; Golz, M.; Trutschel, U.; Edwards, D.
Determination of Driver’s Hypovigilance from Biosignals.
First International Conference on Agents and Artificial Intelligence, ICAART 2009, In: Filipe, J.; Fred, A.; Sharp, B. (Eds.) , pp. 130–135, ISBN: 978-989-8111-66-1, INSTICC
Porto, Portugal, January 2009 [#83]

Golz, M.; Sommer, D.; Trutschel, U.
Data Reduction or Data Fusion in Biosignal Processing.
Second International Conference on Bio-inspired Systems and Signal Processing, BIOSIGNALS 2009, In: Encarnação, P.; Veloso, A. (Eds.) , pp. 440–445, ISBN: 978-989-8111-65-4, INSTICC
Porto, Portugal, January 2009 [#82]

2 0 0 8

Sommer, D.; Golz, M.; Krajewski, J.
Consecutive Detection of Extreme Central Fatigue.
4th European Conference of the International Federation for Medical and Biological Engineering, ECIFMBE 2008, IFMBE Proceedings 22, In: Vander Sloten, J.; Verdonck, P.; Nyssen, M.; Haueisen, J. (Eds.), pp. 243–246, ISBN: 978-3-540-89207-6, DOI, Springer
Antwerp, Belgium, November 2008 [#81]

Sommer, D.; Golz, M.; Trutschel, U.; Edwards, D.
Assessing driver’s hypovigilance from biosignals.
4th European Conference of the International Federation for Medical and Biological Engineering, ECIFMBE 2008, IFMBE Proceedings 22, In: Vander Sloten, J.; Verdonck, P.; Nyssen, M.; Haueisen, J. (Eds.), pp. 152-155, ISBN: 978-3-540-89207-6, DOI, Springer
Antwerp, Belgium, November 2008 [#80]

Krajewski, J.; Golz, M.; Sommer, D.; Wieland, R.
Genetic Algorithm Based Feature Selection Applied on Predicting Microsleep from Speech.
4th European Conference of the International Federation for Medical and Biological Engineering, ECIFMBE 2008, IFMBE Proceedings 22, In: Vander Sloten, J.; Verdonck, P.; Nyssen, M.; Haueisen, J. (Eds.), pp. 184-187, ISBN: 978-3-540-89207-6, DOI, Springer
Antwerp, Belgium, November 2008 [#79]

Krajewski, J.; Sommer, D.; Golz, M.
Lenkradbewegungsbasierte Detektion von Schläfrigkeit.
Forum Arbeitsphysiologie der Deutschen Gesellschaft für Arbeitsmedizin und Umweltmedizin e.V. (DGAUM), 12. Symposium, pp. 34-35
Schwerte, Germany, November 2008 [#78]

Schmaling, J.; Groppe, S.; Sommer, D.; Golz, M.; Krajewski, J.
Brute-Force Merkmalsberechnungsstrategien zur Bestimmung von Schläfrigkeit aus Spurhaltemaßen.
Forum Arbeitsphysiologie der Deutschen Gesellschaft für Arbeitsmedizin und Umweltmedizin e.V. (DGAUM), 12. Symposium, pp. 32-33
Schwerte, Germany, November 2008 [#77]

Krajewski, J.; Wieland, R.; Sommer, D.; Golz, M.
Fatigue in air traffic communication. Combining acoustic features within a computational intelligence approach.
28th Conference of the European Association for Aviation Psychology, 28th EAAP 2008
Valencia, Spain, October 2008 [#76]

Golz, M.; Sommer, D.; Holzbrecher-Morys, M.; Schnupp, T.; Krajewski, J.
Computational Intelligence Methods for Recognition of Spontaneous Microsleep Episodes in Biosignals.
Somnologie 2008, Band 12 ( Supplement 1), 16. Jahrestagung der Deutschen Gesellschaft für Schlafforschung und Schlafmedizin, DGSM2008, In: Mayer, G.; Penzel, T. (Eds.), pp. 7
Kassel, Germany, October 2008 [#75]

Krajewski, J.; Wieland, R.; Golz, M.; Sommer, D.
Utilizing Voice Features for Detecting Microsleep Endangered Sleepiness Stages in Air Traffic Communication.
International Conference on Human-Computer Interaction in Aeronautics, HCI-AERO'08
Toulouse, France, October 2008 [#74]

Golz, M.; Sommer, D.
Feature Reduction in Biosignal Processing.
Advances in Cognitive Neurodynamics ICCN 2007, In: Wang, R.; Gu, F.; Shen, E. (Eds.), pp. 705-709, ISBN: 978-1-4020-8386-0, DOI, Springer
Netherlands, September 2008 [#73] [abstract]

Krajewski, J.; Wieland, R.; Sommer, D.; Golz, M.
A speech adapted pattern recognition framework for measuring energetic states using low level descriptors and functionals.
Measuring Behaviour 2008, 6th International Conference on Methods and Techniques in Behavioral Research, In: Spink, A.; Ballintijn, M.; Bogers, N.; Grieco, F.; Loijens, L.; Noldus, L.; Smit, G.; Zimmerman P. (Eds.), pp. 178-180
Maastricht, Netherlands , August 2008 [#72]

Sommer, D.; Golz, M.; Krajewski, J.; Mandic, D.
Improved microsleep detection: combining different types of biosignals and of features.
Innovationen bei der Erfassung und Analyse bioelektrischer und biomagnetischer Signale, Biosignalverarbeitung 2008, In: Malberg, H.; Sander-Thömmes, T.; Wessel, N.; Wolf, W. (Eds.), pp. 176-179 , ISBN: 978-3-9810021-7-1
Potsdam, Germany, July 2008 [#71]

Schnupp, T.; Sommer, D.
A new force platform for posturography: Parameters for quality assessment.
fhS Tag der Forschung 2008, pp. 65-77 , ISBN: 3-9806585-5-4, ISSN: 0949-1767, fhS-prints Sonderheft, Schriftenreihe der Fachhochschule Schmalkalden
Schmalkalden, Germany, May 2008 [#70 ]

Holzbrecher, M.; Heinze, C.; Sommer, D.
Signalschätzung im Zustandsraum: Die Delay-Vektor-Varianz-Methode.
fhS Tag der Forschung 2008, pp. 96-108, ISBN: 3-9806585-5-4, ISSN: 0949-1767, fhS-prints Sonderheft, Schriftenreihe der Fachhochschule Schmalkalden
Schmalkalden, Germany, May 2008 [#69]

Edwards, D.; Aguirre, A.; Sirois, B.; Trutschel, U.; Sommer, D.; Golz, M.
Driving Simulation Study.
Operator Fatigue Detection Technology Review, pp. 18-27, Caterpillar Inc.
Peoria, IL, USA, February 2008 [#68]

Golz, M.; Sommer, D.
Automatic Knowledge Extraction: Fusion of Human Expert Ratings and Biosignal Features for Fatigue Monitoring Applications.
Signal Processing Techniques for Knowledge Extraction and Information Fusion (Information Technology: Transmission, Processing and Storage), In: Mandic, D.; Golz, M.; Kuh, A.; Obradovic, D.; Tanaka, T. (Eds.), pp. 297-314, ISBN: 0-387-74366-9, DOI, Springer-Verlag
January 2008 [#67]

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Golz, M.; Sommer, D.
Feature Reduction in Biosignal Processing.
1st International Conference on Cognitive Neurodynamics 2007 (ICCN'07), Advanced Signal Processing Techniques for Brain Data Analysis
Shanghai, China, November 2007 [#66] [abstract]

Golz, M.; Sommer, D.; Holzbrecher, M.; Schnupp, T.
Detection and Prediction of Driver’s Microsleep Events.
14th International Conference: Road Safety on Four Continents
Bangkok, Thailand, November 2007 [#65] [abstract]

Holzbrecher, M.; Schnupp, T.; Sommer, D.; Golz, M.
The Usefulness of Delay Vector Variance for Microsleep Detection.
41. Jahrestagung der DGBMT - Deutschen Gesellschaft für Biomedizinische Technik im VDE, (BMT 2007), 2 pages on CD
Aachen, Germany, September 2007 [#64] [abstract]

Sommer, D.; Golz, M.; Trutschel, U.
Feature Reduction of the EEG in the Spectral Domain.
41. Jahrestagung der DGBMT - Deutschen Gesellschaft für Biomedizinische Technik im VDE, (BMT 2007), 2 pages on CD
Aachen, Germany, September 2007 [#63] [abstract]

Sommer, D.; Golz, M.
Feature Reduction for Microsleep Detection.
52. IWK, International Scientific Colloquium, Proc Vol I, pp. 77-82, ISBN: 978-3-939473-17-6
Ilmenau, Germany, September 2007 [#62] [abstract]

Golz, M.; Sommer, D.; Chen, M.; Trutschel, U.; Mandic, D.
Feature Fusion for the Detection of Microsleep Events.
The Journal of VLSI Signal Processing, VLSISP Vol 49(2), pp. 329-342, ISSN: 0922-5773, DOI
Springer, Netherlands, July 2007 [#61] [abstract]

Leong, W.; Mandic, D.; Golz, M.; Sommer, D.
Blind Extraction of Microsleep Events.
The 15th International Conference on Digital Signal Processing (DSP2007)
Cardiff, UK , July 2007 [#60] [abstract]

Golz, M.; Sommer, D.; Schnupp, T.; Holzbrecher, M.; Mandic, D.
Detection of Microsleep Events - Data Reduction or Data Fusion?.
Proc. 2nd Int Conf Monitoring Sleep and Sleepiness with New Sensors within Medical and Industrial Applications (SENSATION 2007)
Chania, Greece, June 2007 [#59] [abstract]

Sommer, D.; Golz, M.
Relevanzdetektion und Klassifikation für die Erkennung von Sekundenschlaf.
8. Nachwuchswissenschaftler-Konferenz mitteldeutscher Fachhochschulen, In: Beibst, G. (Eds.), pp. 38-44, ISBN: 3-932886-15-1
Jena, Germany, Januar 2007 [#58] [abstract]

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Marsalek, K.; Gerber, R.;  Golz, M.; Richter, S.; Sommer, D.; Gundel, A.
Subjective Sleepiness and Microsleep in Driving Simulation.
14. Jahrestagung der Deutschen Gesellschaft für Schlafforschung und Schlafmedizin - DGSM2006, Somnologie, Vol. 10, Suppl. 1
Regensburg, Germany, October 2006 [#57] [abstract]

Golz, M.; Sommer, D.
The Performance of LVQ Based Automatic Relevance Determination Applied to Spontaneous Biosignals.
10th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems (KES 2006), pp. 1256-1263, DOI
Bournemouth, UK, October 2006 [#56] [paper]

Trutschel, U.; Sommer, D.; Aguirre, A.; Dawson, T.; Sirois, B.
Alertness Assessment Using Data Fusion and Discrimination Ability of LVQ-Networks.
10th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems (KES 2006), pp. 1264-1271, DOI
Bournemouth, UK , October 2006 [#55] [paper]

Golz, M.; Sommer, D.; Kurella, B.
Discriminatory analysis of the EEG in sleep stage 2 prior to and following evoked K-complexes.
Gemeinsame Jahrestagung der Schweizerischen, Deutschen und Österreichischen Gesellschaft für Biomedizinische Technik (BMT 2006), V125
Zurich, Switzerland, September 2006 [#54] [paper]

Chen, M.; Sommer, D.; Goh, S.; Gautama, T.; Obradovic, D.; Golz, M.; Morrell, M.; Wang, H.; Mandic, D.
A Novel Tool for Sequential Fusion of Nonlinear Features: A Sleep Psychology Application.
Proceedings of the International Conference on Multisensor Fusion and Integration for Intelligent Systems, MFI-2006, pp. 474-478
Heidelberg, Germany , September 2006 [#53] [paper]

Golz, M.; Sommer, D.; Mandic, D.
Establishing a gold standard for drivers microsleep detection.
Monitoring sleep and sleepiness - from physiology to new sensors, SENSATION, The EU 6th framework, pp. 29
Basel, Switzerland , May 2006 [#52] [abstract]

Sirois, B.; Trutschel, U.; Golz, M.; Sommer, D.
Multiple Measures of Driver Drowsiness A Correlation Study.
Monitoring sleep and sleepiness - from physiology to new sensors, SENSATION, The EU 6th framework, pp. 28
Basel, Switzerland, May 2006 [#51] [abstract]

Schnupp, T.; Sommer, D.; Golz, M.
Entwicklung eines verteilten Systems zur effizienten Ermittlung optimaler Hyperparameter einer Support Vector Maschine.
fhS Tag der Forschung 2006 Fachhochschule Schmalkalden
Schmalkalden, Germany , May 2006 [#50]

Wokoun, K.; Arnoldt, H.; Sommer, D.; Golz, M.
Vier psychomotorische Vigilanztests im Vergleich.
fhS Tag der Forschung 2006 Fachhochschule Schmalkalden
Schmalkalden, Germany , May 2006 [#49]

Sommer, D.; Golz, M.
Wissensextraktion mit subsymbolischen Verfahren - Auf der Suche nach Relevanz in multivariaten und multimodalen Daten.
fhS Tag der Forschung 2006, pp. 5-21, ISSN: 0949-1767, fhS-prints Sonderheft, Schriftenreihe der Fachhochschule Schmalkalden
Schmalkalden, Germany , May 2006 [#48]

Sommer, D.; Golz, M.
A Comparison of Validation Methods for Learning Vector Quantization and for Support Vector Machines on Two Biomedical Data Sets.
From Data and Information Analysis to Knowledge Engineering: Proc. 29th Annual Conference of the GfKl 2005, In: Spiliopoulou, M.; Kruse, R.; Nürnberger, A.; Borgelt, C.; Gaul, W. (Eds.), pp. 150-157, ISBN: 3-540-31313-3, DOI, Springer-Verlag
Berlin-Heidelberg , March 2006 [#47] [paper]

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Richter, S.; Sommer, D.; Gerber, R.; Marsalek, K.; Golz, M.; Gundel, A. (to be published)
Performance in Overnight Driving Simulation Study Correlates with Unstable Tracking Performance, but not Reaction Time.
Accident Analysis and Prevention
[#46] [abstract]

Richter, S.; Gerber, R.; Marsalek, K.; Sommer, D.; Golz, M.; Gundel, A. (to be published)
Karolinska Sleepiness Scores Predict Microsleep Events in an Overnight Driving Simulation Task.
Journal of Sleep Research
[#45] [abstract]

Kurella, B.; Sommer, D.; Golz, M.
Evozierte K-Komplexe. Analyse des Prästimulusintervalls basierend auf neuronalen Netzwerken.
13. Jahrestagung der Deutschen Gesellschaft für Schlafforschung und Schlafmedizin - DGSM2005
Berlin, Germany, October 2005 [#44]

Kurella, B.; Sommer, D.; Golz, M.
A Neural Network Based Analysis of the Electroencephalogram in Sleep Stage 2 Concerning the Elicitability of Evoked K-Complexes.
World Association of Sleep Medicine - WASM 2005, In: Chokroverty, S. (Eds.), pp. 102-103, ISSN: 1389-9457
Berlin, Germany, October 2005 [#43] [paper]

Sommer, D.; Chen, M.; Golz, M.; Trutschel, U.; Mandic, D.
Fusion of State Space and Frequency-Domain Features for Improved Microsleep Detection.
International Conference on Artificial Neural Networks (ICANN 2005), In: Duch, W.; Kacprzyk, J.; Oja, E.; Zadrozny, S. (Eds.), pp. 753-759, ISBN: 3-540-28755-8, DOI, Springer, Berlin
Warsaw, Poland, September 2005 [#42] [paper]

Golz, M.; Sommer, D.
Detection of Strong Fatigue During Overnight Driving.
39th Annual Congress of the German Society for Biomedical Engineering (BMT 2005), Part 1, pp. 479-480
Nürnberg, Germany , September 2005 [#41] [paper]

Fey, A.; Sommer, D.; Golz, M.
Comparison of Time and Spectral Domain Features on Postural Signals Utilizing Neural Networks.
Proceedings on the 1st International Workshop on Biosignal Processing and Classification (BPC 2005), In: Dinesh, K.; Hugo, G. (Eds.), pp. 42-49
Barcelona, Spain , September 2005 [#40] [paper]

Golz, M.; Sommer, D.; Mandic, D.
Microsleep Detection in Electrophysiological Signals.
Proceedings on the 1st International Workshop on Biosignal Processing and Classification (BPC 2005), In: Dinesh, K.; Hugo, G. (Eds.), pp. 102-109
Barcelona, Spain, September 2005 [#39] [paper]

Golz, M.; Wilke, J.; Sommer, D.
Discriminance Analysis of Ongoing EEG to Detect Drivers Sleepiness.
7. Kongress Medizin und Mobilität, 43. Jahrestagung der Deutsche Gesellschaft für Luft- und Raumfahrtmedizin (DGLRM), pp. 25
Köln Porz, Germany, July 2005 [#38] [abstract]

Sommer, D.; Golz, M.; Walther, L.E.; Fey, A.; Storch, H.; Eurich, C.
Discrimination of Dizziness and Detection of Alcohol Consumption by Posturography.
76. Jahresversammlung 2005 der Deutschen Gesellschaft für Hals-Nasen-Ohren-Heilkunde, HNO-Informationen 2005; 84, pp. 140-141, ISSN: 0344-9319
Erfurt, Germany, May 2005 [#37] [abstract]

Sommer, D.; Golz, M.
A Comparison of Validation Methods for Learning Vector Quantization and for Support Vector Machines on Two Biomedical Data Sets.
Proceedings, 29th Annual Conference of the German Classification Society, GfKl 2005, pp. 170
Magdeburg, Germany, March 2005 [#36] [abstract]

2 0 0 4

Bauer, D.; Sommer, D.; Golz, M.
Discrimination of Fatigue States using Oculomotor Variables.
Biomedizinische Technik, Biomedical Engineering, BMT 2004, 38. DGBMT Jahrestagung, Teil1, In: Boenick, U.; Bolz, A. (Eds.), pp. 344-345, ISSN: 0939-4990, Fachverlag Schiele & Schön GmbH, Berlin
Ilmenau, Germany, September 2004 [#35] [abstract]

Gerber, R.; Sommer, D.; Golz, M.
Is the Alpha Attenuation Test a useful test of fatigue?.
Biomedizinische Technik, Biomedical Engineering, BMT 2004, 38. DGBMT Jahrestagung, Teil1, In: Boenick, U.; Bolz, A. (Eds.), pp. 342-343, ISSN: 0939-4990, Fachverlag Schiele & Schön GmbH, Berlin
Ilmenau, Germany, September 2004 [#34] [abstract]

Golz, M.; Sommer, D.
Automatic Recognition of Microsleep Events.
Biomedizinische Technik, Biomedical Engineering, BMT 2004, 38. DGBMT Jahrestagung, Teil1, In: Boenick, U.; Bolz, A. (Eds.), pp. 332-333, ISSN: 0939-4990, Fachverlag Schiele & Schön GmbH, Berlin
Ilmenau, Germany, September 2004 [#33] [abstract]

Golz, M.; Sommer, D.; Walther, L.; Eurich, C.
Discriminance Analysis of Postural Sway Trajectories with Neural Networks.
Proceedings of the 8th World Multi-Conference on Systemics, Cybernetics and Informatics (SCI 2004), Vol. VII, pp. 151-155, ISBN: 980-6560-13-2
Orlando, FL, USA, July 2004 [#32] [abstract]

Bauer, D.; Sommer, D.; Golz, M.
Neuroinformatische Analyse von okulomotorischen Tests zum Grad der Aufmerksamkeitsbeeinträchtigung.
fhS Tag der Forschung 2004, pp. 235-249, fhS-prints Sonderheft, Schriftenreihe der Fachhochschule Schmalkalden
Schmalkalden, Germany, May 2004 [#31]

Gerber, R.; Sommer, D.; Golz, M.
Ist der Alpha Attenuation Test wirklich ein Müdigkeitstest? Eine Auswertung mit neuroinformatischen Methoden.
fhS Tag der Forschung 2004, pp. 206-216, fhS-prints Sonderheft, Schriftenreihe der Fachhochschule Schmalkalden
Schmalkalden, Germany, May 2004 [#30]

Kirschenpfadt, M.; Sommer, D.; Golz, M.
Konzeption und Realisierung eines Fahrsimulationslabors für die Vigilanzforschung.
fhS Tag der Forschung 2004, pp. 217-228, fhS-prints Sonderheft, Schriftenreihe der Fachhochschule Schmalkalden
Schmalkalden, Germany, May 2004 [#29]

Golz, M.; Sommer, D.
Automatische Erkennung von Mikroschlafereignissen.
fhS Tag der Forschung 2004, pp. 26-42, fhS-prints Sonderheft, Schriftenreihe der Fachhochschule Schmalkalden
Schmalkalden, Germany, May 2004 [#28]

Sommer, D.; Golz, M.
Ein Vergleich von Klassifikatoren des Wettbewerbslernens mit Support Vektor Maschinen an biomedizinischen Daten.
fhS Tag der Forschung 2004, pp. 151-167, fhS-prints Sonderheft, Schriftenreihe der Fachhochschule Schmalkalden
Schmalkalden, Germany, May 2004 [#27]

2 0 0 3

Bauer, D.; Gerber, R.; Sommer, D.; Golz, M.
Konzeption eines Untersuchungssystems am Beispiel der Erkennung von Aufmerksamkeitsverlusten.
Informatiktage 2003, Fachwissenschaftlicher Informatik-Kongress, pp. 300, ISBN: 3-920560-21-3, Konradin Verlagsgruppe
Bad Schussenried, Germany, November 2003 [#26] [abstract] [poster]

Gerber, R.; Bauer, D.; Sommer, D.; Golz, M.
Erkennung von Mikroschlafereignissen mit prototypvektorbasierten Klassifikatoren.
Informatiktage 2003, Fachwissenschaftlicher Informatik-Kongress, pp. 66-70, ISBN: 3-920560-21-3, Konradin Verlagsgruppe
Bad Schussenried, Germany, November 2003 [#25] [abstract]

Storch, H.; Sommer, D.; Golz, M.
Posturographische Analysen mit Neuronalen Netzen.
Informatiktage 2003, Fachwissenschaftlicher Informatik-Kongress, pp. 311, ISBN: 3-920560-21-3, Konradin Verlagsgruppe
Bad Schussenried, Germany, November 2003 [#24] [abstract]

Sommer, D.; Golz, M.
Short-Time Prognosis of Microsleep Events by Artificial Neural Networks (Kurzzeit-Prognose von plötzlichen Aufmerksamkeitsverlusten mit neuroinformatischen Methoden).
5. Kongress, Medizin und Mobilität, Deutsche Gesellschaft für Luft- und Raumfahrtmedizin e.V. (DGLRM), pp. 42
Berlin-Adlershof, Germany, September 2003 [#23]

Sommer, D.; Grimm, T.; Golz, M.
Processing Missing Values with Self-Organized Maps.
European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems (eunite 2003), pp. 275-279
Oulu, Finland, July 2003 [#22] [paper] [poster]

2 0 0 2

Hink, T.; Sommer, D.; Golz, M.
Anwendung der Lernenden Vektor-Quantisierung zur Mikroschlaf-Erkennung.
Informatiktage 2002, Fachwissenschaftlicher Informatik-Kongress, pp. 58-63, ISBN: 3-920560-17-5, Konradin Verlagsgruppe
Bad Schussenried, Germany, November 2002 [#21]

Grimm, T.; Sommer, D.; Golz, M.
Klassifikation unvollständiger Daten.
Informatiktage 2002, Fachwissenschaftlicher Informatik-Kongress, pp. 328, ISBN: 3-920560-17-5, Konradin Verlagsgruppe
Bad Schussenried, Germany, November 2002 [#20]

Sommer, D.; Hink, T.; Golz, M.
Application of Learning Vector Quantization to detect drivers dozing-off.
European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems (eunite 2002). pp 119-123 (Special Session Proceedings of the EUNITE - 2002 Symposium, pp. 99-103, ISBN: 960-7475-20-8
Albufeira, Algarve, Portugal, September 2002 [#19]

Golz, M.; Sommer, D.
Classification of Eyetracking Signals with Vector-Based Neural Networks.
European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems (eunite 2002), pp 174-178; (Special Session Proceedings of the EUNITE - 2002 Symposium, pp. 130-134, ISBN: 960-7475-20-8
Albufeira, Algarve, Portugal, September 2002 [#18] [paper]

Sommer, D.; Golz, M.
Multiple Training of Vector-Based Neural Networks to detect Density Centers in Input Space.
European Symposium on Intelligent Technologies, Hybrid Systems and their implementation on Smart Adaptive Systems (eunite 2002), pp 179-181;
(Special Session Proceedings of the EUNITE - 2002 Symposium, pp. 135-137, ISBN: 960-7475-20-8
Albufeira, Algarve, Portugal, September 2002 [#17] [paper] [poster]

Sommer, D.; Golz, M.
Detection of Wake-Sleep Transitions with Prototype Vector-Based Neural Networks.
International Journal of Knowledge-Based Intelligent Engineering Systems, Volume 6 Number 3, pp. 129-136, ISSN: 1327-2314, KES International
University of Brighton, United Kingdom, July 2002 [#16] [paper]

Sommer, D.; Hink, T.; Golz, M.
Application of Learning Vector Quantization to detect drivers dozing-off.
Proceedings of the 6th World Multiconference on Systemics, Cybernetics and Informatics (ISAS / SCI 2002), Vol. XI, , pp. 95-98, ISBN: 980-07-8150-1
Orlando, FL, USA, July 2002 [#15] [paper]

2 0 0 1

Grimm, T.; Sommer, D.; Golz, M.
Anwendung von Selbstorganisierenden Merkmalskarten auf Daten mit Missing Values.
Informatiktage 2001, Fachwissenschaftlicher Informatik-Kongress, pp. 69-72, Konradin Verlag
Bad Schussenried, Germany, November 2001 [#14]

Sommer, D.; Golz, M.
Clustering of EEG-Segments Using Hierarchical Agglomerative Methods and Self-Organizing Maps.
Proceedings of the International Conference on Artificial Neural Networks - ICANN 2001, In: Dorffner, G.; Bischof, H.; Hornik, K. (Eds.), pp. 642-649, ISBN: 3-540-42486-5, DOI
Vienna, Austria, August 2001 [#13] [paper] [poster]

Sommer, D.; Golz, M.; Trutschel, U.; Ramsthaler, C.; Moore-Ede, M.
Characterization of the Electroencephalogram of Microsleep using Self-Organized Feature Maps.
Proceedings on the Computational Intelligence: Methods and Applications (CIMA'2001), In: Kuncheva, L.; Steinman, F.; Haefke, C.; Aladjem, M.; Novak, V. (Eds.), pp. 123-129
Bangor, Wales, UK, June 2001 [#12] [paper]

Golz, M.; Sommer, D.; Seyfarth, A.; Trutschel, U.; Moore-Ede, M.
Application of Vector-Based Neural Networks for the Recognition of Beginning Microsleep Episodes with an Eyetracking System.
Proceedings on the Computational Intelligence: Methods and Applications (CIMA'2001), In: Kuncheva, L.; Steinman, F.; Haefke, C.; Aladjem, M.; Novak, V. (Eds.), pp. 130-134
Bangor, Wales, UK, June 2001 [#11] [paper]

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Albrecht, A.; Sommer, D.; Golz, M.
Agglomerative Clusteranalyse an EEG-Segmenten.
fhS Tag der Forschung, pp. 83-96, ISSN: 0949-1767, fhS-prints Sonderheft
Schmalkalden, Germany, December 2000 [#10]

Golz, M.; Sommer, D.; Seyfarth, A.
Analyse von Eyetracking-Signalen zur Mikroschlaf-Erkennung.
fhS Tag der Forschung, pp. 112-125, ISSN: 0949-1767, fhS-prints Sonderheft
Schmalkalden, Germany, December 2000 [#09]

Rehm, F.; Sommer, D.; Golz, M.
Fuzzy-Clusteranalysen des EEGs bei langsamen Augenbewegungen.
fhS Tag der Forschung, pp. 126-136, ISSN: 0949-1767, fhS-prints Sonderheft
Schmalkalden, Germany, December 2000 [#08]

Sommer, D.; Golz, M.
Ein Ansatz zur Bewertung von Merkmalsvektoren.
fhS Tag der Forschung, pp. 137-145, ISSN: 0949-1767, fhS-prints Sonderheft
Schmalkalden, Germany, December 2000 [#07]

Sommer, D.; Golz, M.; Tutschel, U.
Automatische nichtlineare Clusterung mit Selbstorganisierenden Merkmalskarten.
fhS Tag der Forschung, pp. 146-158, ISSN: 0949-1767, fhS-prints Sonderheft
Schmalkalden, Germany, December 2000 [#06]

Sommer, D.; Golz, M.
Nichtlinearer adaptiver Filter mit neuroinformatischen Methoden.
Informatiktage 2000, Fachwissenschaftlicher Informatik-Kongress, pp. 74-77, ISBN: 3-920560-16-7, Konradin Verlag
Bad Schussenried, Germany, October 2000 [#05]

Seyfarth, A.; Sommer, D.; Golz, M.
Analyse von Eyetrackingsignalen mit Vektorbasierten Neuronalen Netzen.
Informatiktage 2000, Fachwissenschaftlicher Informatik-Kongress, pp. 309, ISBN: 3-920560-16-7, Konradin Verlag
Bad Schussenried, Germany, October 2000 [#04]

Sommer, D.; Golz, M.; Tutschel, U.
U-Matrix-Auswertung von Selbstorganisierenden Merkmalskarten für die Clusterung von EEG-Segmenten.
Workshop SOAVE‘2000, Selbstorganisation von adaptivem Verhalten, pp. 106-112, ISBN: 3-18-364310-X, VDI Verlag
Ilmenau, Germany, October 2000 [#03] [paper] [poster]

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Sommer, D.; Golz, M.; Tutschel, U.
Clusterung von SEM begleiteten EEG-Segmenten mit vektorbasierten Neuronalen Netzen.
Informatiktage 1999, Fachwissenschaftlicher Informatik-Kongress, pp. 71-74, ISBN: 3-920560-14-0, Konradin Verlag
Bad Schussenried, Germany, November 1999 [#02] [abstract]

Golz, M.; Sommer, D.; Lembcke, T.; Kurella, B.
Classification of the pre-stimulus-EEG of k-complexes using competetive neural networks.
Proceedings of the 6th European Congress on Intelligent Techniques and Soft Computing, EUFIT’98, Vol. 3, pp. 1767-71, ISBN: 3-89653-500-5, Verlag Mainz
Aachen, Germany, September 1998 [#01] [paper]