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Professur Neuroinformatik und Signalverarbeitung

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Neuroinformatik und Signalverarbeitung

Veröffentlichungen

Journal papers
Walther LE, Repik I, Schnupp T, Sommer D, Hörmann K, Golz M (2011) Die Anwendung künstlicher neuronaler Netze bei der Auswertung posturographischer Messungen. HNO Laryngo-Rhino-Otologie, in press

Golz M, Sommer D, Trutschel U, Sirois B, Edwards D (2010) Evaluation of Fatigue Monitoring Technologies. J Somnol 14 (3) 187-9

Krajewski J, Batliner A, Golz M (2009) Acoustic Sleepiness Detection – Framework and Validation of a Speech Adapted Pattern Recognition Approach. J Behav Res Meth 41, 795-804

Golz M, Sommer D, Chen M, Trutschel U, Mandic DM (2007) Feature Fusion for the Detection of Microsleep Events. J VLSI Signal Proc Syst 49: 329-42

 

Book chapters
Golz M, Sommer D (2008) Automatic Knowledge Extraction: Fusion of Human Expert Ratings and Biosignal Features for Fatigue Monitoring Applications. In: Mandic D, Golz M, Kuh A, Obradovic D, Tanaka T (eds) Signal Processing Techniques for Knowledge Extraction and Information Fusion. Springer, New York, ISBN 0-387-74366-9 : 297-314

Golz M, Sommer D (2008) Feature Reduction in Biosignal Processing. In: Wang R, Gu F, Shen E (eds) Advances in Cognitive Neurodynamics. Springer, New York: 705-9

Sommer D, Golz M (2006) A Comparison of Validation Methods for Learning Vector Quantization and for Support Vector Machines on Two Biomedical Data Sets. In: Spiliopoulou M, et al (eds) From Data and Information Analysis to Knowledge Engi­neering. Springer, Berlin, ISBN 3-540-31313-3 : 150-7

 

Conference Proceedings

2010
Golz M (2010) Extreme driver fatigue and crash likelihood. Proc 18th Ann Conf Sleep Res Med DGSM-2010 (in German)

Sommer D, Golz M, Schnupp T, Trutschel U, Edwards D (2010) PERCLOS as a Fatigue Measure - A Look on Current Fatigue Monitoring Technologies. Proc 44th Ann Conf Biomed Technol DGBMT-2010

Schnupp T, Heinze C, Groß HM, Golz M (2010) Long Short-Term Memory Training for the Assessment of Vigilance. Proc 44th Ann Conf Biomed Technol DGBMT-2010

Heinze C, Sommer D, Trutschel U, Golz M (2010) Assessment of Circadian Rhythm on the Basis of Heart Rate Variability by Means of Signal Analysis in State Space. Proc 44th Ann Conf Biomed Technol DGBMT-2010

Golz M, Sommer D, Schnupp T, Heinze C (2010) Technological Measures for Alertness Management. Proc 55th Int Sci Colloq TU Ilmenau

Ritzmann M, Bischoff M, Golz M, Böse R (2010) New Methodologies for Optimization of the Geometric Highway Design Process. Proc 55th Int Sci Colloq TU Ilmenau

Sommer D, Schnupp T, Krajewsk J, Golz M (2010) The Pupillographic Sleepiness Test Analyzed by Computational Intelligence Methods. Proc 55th Int Sci Colloq TU Ilmenau

Heinze C, Trutschel U, Sommer D, Golz M (2010) Recurrence Plots and Their Application to Long-Term Heart Rate Recordings for the Analysis of Circadian Rhythmicity. Proc 55th Int Sci Colloq TU Ilmenau

Schnupp T, Schenka C, Krajewski J, Golz M (2010) Data Analysis of the Compensatory Tracking Task Using Computational Intelligence. Proc 55th Int Sci Colloq TU Ilmenau

Schnupp T, Schenka A, Sommer D, Golz M, Krajewski J (2010) Using Postural Control System Measures to Detect Hypovigilance. In: Spink et al (eds) Proc 7th Int Conf Measur Behav, Eindhoven: 189-91

Schenka C, Schnupp T, Heinze C, Krajewski J, Golz M (2010) The Compensatory Tracking Task: A Pattern Recognition Based Approach for Classifying Vigilance. In: Spink et al (eds) Proc 7th Int Conf Measur Behav, Eindhoven: 326-9

Krajewski J, Sommer D, Schnupp T, Laufenberg T, Heinze C, Golz M (2010) Applying Nonlinear Dynamics Features for Speech-based Fatigue Detection In: Spink et al (eds) Proc 7th Int Conf Measur Behav, Eindhoven: 322-5

Krajewski J, Golz M, Schnieder S, Schnupp T, Heinze C, Sommer D (2010) Detecting Fatigue from Steering Behaviour Applying Continuous Wavelet Transform. In: Spink et al (eds) Proc 7th Int Conf Measur Behav, Eindhoven: 326-9

Krajewski J, Schnupp T, Schnieder S, Sommer D, Heinze C, Golz M (2010) Pattern Recognition Methods – A Novel Analysis for the Pupillographic Sleepiness Test. In: Spink et al (eds) Proc 7th Int Conf Measur Behav, Eindhoven: 459-62

Schenka C, Schnupp T, Heinze C, Krajewski J, Golz M (2010) The Compensatory Tracking Task: A Pattern Recognition Based Approach for Classifying Vigilance. In: Spink et al (eds) Proc 7th Int Conf Measur Behav, Eindhoven: 470-2

Heinze C, Trutschel U, Golz M, Fuchs J, Sommer D, Haueisen J (2010) Circadian Rhythms in Heart Rate Measures. Proc 6th Conf Europ Study Group Cardiovasc Oscill ESGCO-2010

Heinze C, Trutschel U, Golz M, Edwards H, Schein H, Haueisen J (2010) Fatigue Estimation Using Heart Rate Measures. Proc 6th Conf Europ Study Group Cardiovasc Oscill ESGCO-2010

 

2009

Sommer D, Golz M, Schnupp T, Krajewski J, Trutschel U, Edwards D (2009) A Measure of Strong Driver Fatigue. Proc Int Conf on Driving Assessment, Big Sky MT, USA: 9-15

Hefner R, Edwards D, Heinze C, Sommer D, Golz M, Sirois B, Trutschel U (2009) Operator Fatigue Estimation Using Heart Rate Measures. Proc Int Conf on Driving Assessment, Big Sky MT, USA: 110-7

Krajewski J, Sommer D, Trutschel U, Edwards D, Golz M (2009) Steering Wheel Behavior Based Estimating of Fatigue. Proc Int Conf on Driving Assessment, Big Sky MT, USA: 118-24

Krajewski J, Trutschel U, Golz M, Sommer D, Edwards D (2009) Estimating Fatigue from Predetermined Speech Samples Transmitted by Operator. Proc Int Conf on Driving Assessment, Big Sky MT, USA: 468-74

Sommer D, Golz M, Trutschel U, Edwards D (2009) Determination of Driver's Hypovigilance from Biosignals. Proc 1st Int Conf Agents & Artif Intell ICAART-2009, 130-5

Golz M, Sommer D, Trutschel U (2009) Data Reduction or Data Fusion in Biosignal Processing? Proc 2nd Int Conf Bio-Inspired Syst Signal Proc (BIOSIGNALS-2009) 440-5

 

2008

Sommer D, Golz M, Krajewski J (2008) Consecutive Detection of Extreme Central Fatigue. Proc 4th Europ Conf Int Fed Med Biol Eng (ECIFMBE-2008): 243-6

Sommer D, Golz M, Trutschel U, Edwards D (2008) Assessing driver's hypovigilance from biosignals. Proc 4th Europ Conf Int Fed Med Biol Eng (ECIFMBE-2008): 152-5

Krajewski J, Golz M, Sommer D, Wieland R (2008) Genetic Algorithm Based Feature Selection Applied on Predicting Microsleep from Speech. Proc 4th Europ Conf Int Fed Med Biol Eng (ECIFMBE-2008): 184-7

Krajewski J, Sommer D, Golz M (2008) Lenkradbewegungsbasierte Detektion von Schläfrigkeit. Forum Arbeitsphysiologie (DGAUM-2008) 12. Sympos, Schwerte, Germany: 34-5

Schmaling J, Groppe S, Sommer D, Golz M, Krajewski J (2008) Brute-Force Merkmalsberechnungsstrategien zur Bestimmung von Schläfrigkeit aus Spurhaltemaßen. Forum Arbeitsphysiologie (DGAUM-2008) 12. Sympos, Schwerte, Germany: 32-3

Krajewski J, Wieland R, Sommer D, Golz M (2008) Fatigue in Air Traffic Communication. Combining Acoustic Features within a Computational Intelligence Approach. Proc 28th Conf Europ Assoc Aviation Psych (EAAP-2008) Valencia, Spain

Golz M, Sommer D, Holzbrecher-Morys M, Schnupp T, Krajewski J (2008) Computational Intelligence Methods for Recognition of Spontaneous Microsleep Episodes in Biosignals. Somnologie, 12 (Suppl 1) 7

Krajewski J, Wieland R, Golz M, Sommer D (2008) Utilizing Voice Features for De­tec­ting Microsleep Endangered Sleepiness Stages in Air Traffic Communication. Int Conf Human-Comp Interact Aeronaut (HCI-AERO-08) Toulouse, France

Krajewski J, Wieland R, Sommer D, Golz M (2008) A Speech Adapted Pattern Recognition Framework for Measuring Energetic States using Low Level Descriptors and Functionals. Proc 6th Int Conf Meth Techn Behav Res: 178-80

Sommer D, Golz M, Krajewski J, Mandic D (2008) Improved Microsleep Detection: Combining Different Types of Biosignals and of Features. In: Malberg H, Sander-Thömmes T, Wessel N, Wolf W (eds) Innovationen bei der Erfassung und Analyse bioelektrischer und biomagnetischer Signale. Proc Workshop Biosignalver: 176-9

 

2007

Golz M, Sommer D, Holzbrecher M, Schnupp T (2007) Detection and Prediction of Driver’s Microsleep Events. Proc 14th Int Conf Road Safety on Four Continents; Bangkok, Thailand; 6 pages on CD-ROM

Schirmer S, Heinze C, Golz M (2007) Self-Organization of Human Sleep Wake Cycle under Influence of Shift Work and Trans-Meridian Flights. Proc Ann Conf Biomed Techn (BMT 2007); Aachen, Germany; 2 pages on CD-ROM

Schnupp T, Holzbrecher M, Golz M (2007) Inter- and Intra-Subject Variability in Posturography. Proc Ann Conf Biomed Techn (BMT 2007); Aachen, Germany; 2 pages on CD-ROM

Holzbrecher M, Schnupp T, Sommer D, Golz M (2007) The Usefulness of Delay Vector Variance for Microsleep Detection. Proc Ann Conf Biomed Techn (BMT 2007); Aachen, Germany; 2 pages on CD-ROM

Sommer D, Golz M, Trutschel U (2007) Feature Reduction of the EEG in the Spectral Domain. Proc Ann Conf Biomed Techn (BMT 2007); Aachen, Germany; 2 pages on CD-ROM

Trutschel U, Unger A, Menges B, Langbein U, Golz M, Schnupp T (2007) Anwendung von Neuronalen Netzen zur Charakterisierung optischer Schichtsysteme. Proc 108th Ann Conf German Soc Applied Optics (DGAO-2007)

Golz M, Sommer D, Schnupp T, Holzbrecher M, Mandic DM(2007) 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

Sommer D, Golz M (2007) Feature Reduction for Microsleep Detection. Proc 52nd Int Sci Coll (IWK 2007); Techn Univ Ilmenau, Germany; Vol I:77-82

 

2006

Golz M, Sommer D (2006) The Performance of LVQ Based Automatic Relevance Determina­tion Applied to Spontaneous Biosignals. Proc 10th Int Conf Knowl-Based & Intell Inform Engin Syst (KES-2006) LNAI Vol 4253, Springer, Berlin: 1256-63

Golz M, Sommer D, Kurella B (2006) Discriminatory Analysis of the EEG in Sleep Stage 2 Prior To and Following Evoked K-Complexes. Proc Ann Conf Biomed Techn (BMT-2006) Zurich, Switzerland: 2 pages on CD

Chen M, Sommer D, Goh S, Gautama T, Obradovic D, Golz M, Morrell M, Wang H; Mandic D (2006) A Novel Tool for Sequential Fusion of Nonlinear Features: A Sleep Psychology Application. Proc IEEE Int Conf Multisens Fus Integr for Intell Syst, Hei­del­berg, Germany: 474-8

Golz M, Sommer D, Mandic D (2006) Establishing a Gold Standard for Drivers Microsleep Detection. Proc Int Conf Monitor Sleep Sleepiness - From Physiol to New Sensors (SENSATION-2006) Basel, Switzerland: 29. (Best Poster Award)

Sirois B, Trutschel U, Golz M, Sommer D (2006) Multiple Measures of Driver Drowsiness - A Correlation Study. Proc Int Conf Monitor Sleep Sleepiness - From Physiol to New Sen­sors (SENSATION-2006) Basel, Switzerland: 28

 

2005

Kurella B, Sommer D, Golz M (2005) A Neural Network Based Analysis of the Electroence­phalo­gram in Sleep Stage 2 Concerning the Elicitability of Evoked K-Complexes. Sleep Medicine 6 Suppl 2: S102-3

Mandic D, Obradovic D, Kuh A, Adali T, Trutschel U, Golz M, De Wilde P (2005) Data Fusion for Modern Engineering Applications: An Overview. In: Duch W et al (eds) Int Conf Artif Neur Netw (ICANN-2005); LNCS 3697, Springer, Berlin:715-21

Sommer D, Chen M, Golz M, Trutschel U, Mandic D (2005) Fusion of State Space and Fre­quency-Domain Features for Improved Microsleep Detection. In: Duch W et al (eds) Int Conf Artif Neur Netw (ICANN-2005); LNCS 3697, Springer, Berlin:753-9

Golz M, Sommer D (2005) Detection of Strong Fatigue During Overnight Driving. Biomed Technik, 50 Suppl 1, Part 1: 479-80

Golz M, Sommer D, Mandic D (2005) Microsleep Detection in Electrophysiological Signals. Proc 1st Int Worksh Biosig Process Classif (BPC-2005), INSTICC Press: 102-9

Fey A, Sommer D, Golz M (2005) Comparison of Time and Spectral Domain Features on Postural Signals Utilizing Neural Networks. Proc 1st Int Workshop Biosig Proc Classif (BPC-2005), 42-49, INSTICC Press, Portugal

Golz M, Wilke J, Sommer D (2005) Discriminance Analysis of Ongoing EEG to Detect Drivers Sleepiness. Proc 7th Conf Med & Mobility (in German), 25; Köln , Germany

Sommer, D; Golz, M; Walther, LE; Fey, A; Storch, H; Eurich, C; Discrimination of Dizziness and Detection of Alcohol Consumption by Posturography; HNO-Informationen, 84 (2005), 140-141 (ISSN 0344-9319)

Golz M, Sommer D (2004) Automatic Recognition of Microsleep Events. Biomed Technik 49 (Suppl 2, Part 1) 332-3

Gerber R, Sommer D, Golz M (2004) Is the Alpha Attenuation Test a useful test of fatigue? Biomed Technik 49 (Suppl 2, Part 1) 342-3

Bauer D, Sommer D, Golz, M (2004) Discrimination of Fatigue States using Oculomotor Variables. Biomed Technik 49 (Suppl 2, Part 1) 344-5

Golz M, Sommer D, Walther L, Eurich C (2004) Discriminance Analysis of Postural Sway Trajectories with Neural Networks. Proc. 8th World Multi-Conf System Cyber­n Inform (SCI-2004) Vol VII, 151-5

Trutschel U, Langbein U, Markert M, Golz M (2004) Neuroinformatische Bestimmung optischer Konstanten dünner Schichten aus Reflexionsdaten. Proc 105th Ann Conf German Soc Applied Optics (DGAO-2004) 58


(24) Sommer, D; Golz, M; Kurzzeit-Prognose von plötzlichen Aufmerksamkeitsverlusten mit neuroinformatischen Methoden; Proc 5. Kongress Medizin & Mobilität 2003, p42, Berlin

(23) Sommer, D; Grimm, T; Golz, M; Processing Missing Values with Self-Organized Maps; Proc Europ Symp Intell Technol Hybrid Syst (eunite 2003), 275-279, Oulu, Finland

(22) Golz, M; Sommer, D; Classification of Eyetracking Signals with Vector-Based Neural Networks; Proc Europ Symp Intell Technol Hybrid Syst & Implem Smart Adaptive Syst (eu­nite 2002), 130-134, Albufeira, Portugal (ISBN 960-7475-20-8 )

(21) Sommer, D; Hink, T; Golz, M; Application of Learning Vector Quantization to Detect Drivers Dozing-Off; Proc Europ Symp Intell Technol Hybrid Syst & Implem Smart Adaptive Syst (eunite 2002), 99-103, Albufeira, Portugal (ISBN 960-7475-20-8 )

(20) Sommer, D; Golz, M; Multiple Training of Vector-Based Neural Networks to Detect Density Centers in Input Space; Proc Europ Symp Intell Technol Hybrid Syst & Implem Smart Adaptive Syst (eunite 2002), 135-137, Albufeira, Portugal (ISBN 960-7475-20-8 )

(19) Sommer, D; Golz, M; Detection of Wake-Sleep Transitions with Prototype Vector-Based Neural Networks; Int J Knowledge-Based Intell Engin Syst, 6 (3) 2002, 129-136 (ISSN 1327-2314)

(18) Sommer, D; Hink, T; Golz, M; Application of Learning Vector Quantization to Detect Drivers Dozing-Off; Proc 6th World Multiconf Systemics, Cybernetics & Informatics (ISAS-SCI2002), Vol XI, 95-98, Orlando, USA (ISBN 980-07-8150-1 )

(17) Sommer, D; Golz, M; Clustering of EEG-Segments Using Hierarchical Agglomerative Methods and Self-Organizing Maps, Proc Int Conf Artificial Neural Networks (ICANN2001), 642-649; Vienna, Austria (LNCS 2130, ISBN 3-540-42486-5 )

(16) Sommer, D; Golz, M; Trutschel, U; Ramsthaler, C; Moore-Ede, M; Characterization of the Electroencephalogram of Microsleeps using Self-Organized Feature Maps, Proc Int Conf Comput Intell Meth Applic (CIMA2001), 123-129; Bangor, UK

(15) 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; Proc Int Conf Comput Intell Meth Applic (CIMA2001), 130-134; Bangor UK

(14) Sommer, D; Golz, M; Tutschel, U; U-Matrix-Auswertung von Selbstorganisierenden Merk­malskarten für die Clusterung von EEG-Segmenten; Proc Workshop Selbstorganisation von adaptivem Verhalten (SOAVE 2000), VDI-Series 10 No. 643, 106-112; Ilmenau

(13) Golz, M; Sommer, D; Lembcke, T; Kurella, B; Classification of the Pre-Stimulus-EEG of K-Complexes Using Competetive Neural Networks; Proc 6th Europ Congr Intelligent Techniques Soft Computing (EUFIT 98), Vol 3, 1767-71; Aachen (ISBN 3-89653-500-5 )

(12) Trutschel, U; Guttkuhn, R; Ramsthaler, C; Golz, M; Moore-Ede, M; Automatic Detection of Microsleep Events Using a Neuro-Fuzzy Hybrid System; Proc 6th Europ Congr Intelligent Techniques Soft Computing (EUFIT 98), Vol 3, 1762-66, Aachen (ISBN 3-89653-500-5 )

(11) Golz, M; Zur Auslösbarkeit von K-Komplexen; in Baumgart-Schmitt, R. (Hrsg.), Anwendungen Neuronaler Netze; 1995, 160-168, Lit Verlag, Hamburg (ISBN 3-8258-2858-1 )

(10) Kurella, B; Heitmann, A; Golz, M; Dormann, U; The Probability of Eliciting K-Complexes During Sleep; Journal of Sleep Research, 1, Suppl. 1, 322, 1992

(9) Klopfleisch, M; Golz, M; Trutschel, U; Experimental Verification of a Virtual Modes Treatment for the Excitation of Surface Plasmon Polaritons by ATR; Applied Optics 31 (24) 1992, 5017-5021 (ISSN 0003-6935)

(8) Klopfleisch, M; Golz, M; Improved Experimental Method for the Determination of Optical Constants by Excitation of Surface Plasmon Polaritons, Applied Optics 31 (24) 1992, 5010-5016 (ISSN 0003-6935)

(7) Trutschel, U; Golz, M; Abraham, M; Generalized Transfer-Matrix Description of the Optical Properties of Spatially Dispersive Multilayer Systems, phys stat sol, 151 (1989), 383-397

(6) Röseler, A; Golz, M; Trutschel, U; Abraham, M; Prismless Excitation of Surface Plasmons in the Infrared Spectral Region by ATR; Optical Communications, 70 (1989), 8-11

(5) Trutschel, U; Lederer, F; Golz, M; Nonlinear Guided Waves in Multilayer Systems; IEEE QE-25 (1989), 194-200

(4) Trutschel, U; Golz, M; Abraham, M; Optical Bistability in Two-Dimensional Waveguide Structures; phys stat sol (b), 150 (1988), 867-871

(3) Abraham, M; Klopfleisch, M; Golz, M; Trutschel, U; Schellenberger, U; Tadjeddine, A; Study of Interface and Thin Overlayers by Surface Plasmon Excitation; Elseviers Studies in Surface Science and Catalysis, 1987, p232

(2) Golz, M; Klopfleisch, M; Bestimmung optischer Konstanten von Metallschichten im UV-VIS-Bereich durch ATR-Spektroskopie mit Oberflächenpolaritonen; Beiträge zur Optik und Quantenelektronik, 1986, p146

(1) Abraham, M; Golz, M; Der Einfluß von Plasmawellen auf die Dispersion von Oberflächenplasmonen; Beiträge zur Optik und Quantenelektronik, 1986, p165



Unreferierte Beiträge
(18) Sommer, D; Golz, M; Relevanzdetektion und Klassifikation für die Erkennung von Sekundenschlaf; Proc 8. Nachwuchswissenschaftler-Konferenz mitteldeutscher Fachhochschulen; in G. Beibst (Ed), pp 38-44, Jena, Germany (ISBN: 3-932886-15-1 )

(17) Schnupp, T; Sommer, D; Golz, M; Entwicklung eines verteilten Systems zur effizienten Ermittlung optimaler Hyperparameter einer Support Vector Maschine; Proc „Tag der Forschung 2006“, fhS-prints Sonderheft 2006, 30-41 (ISSN 0949-1767)

(16) Wokoun, K; Arnoldt, H; Sommer, D; Golz, M; Vier psychomotorische Vigilanztests im Ver­gleich; fhS-prints Sonderheft 2006, 22-29 (ISSN 0949-1767)

(15) Sommer, D; Golz, M; Wissensextraktion mit subsymbolischen Verfahren - Auf der Suche nach Relevanz in multivariaten und multimodalen Daten; fhS-prints Sonderheft 2006, 5-21

(14) Golz, M; Sommer, D; Automatische Erkennung von Mikroschlafereignissen; fhS-prints Sonderheft 2004, 26-42

(13) Sommer, D; Golz, M; Ein Vergleich von Klassifikatoren des Wettbewerbslernens mit Support Vektor Maschinen an biomedizinischen Daten; fhS-prints Sonderheft 2004, 151-167

(12) Bauer, D; Sommer, D; Golz, M; Neuroinformatische Analyse von okkulomotorischen Tests zum Grad der Aufmerksamkeitsbeeinträchtigung; fhS-prints Sonderheft 2004, 235-249

(11) Gerber, R; Sommer, D; Golz, M; Ist der Alpha Attenuation Test wirklich ein Müdigkeitstest? Eine Auswertung mit neuroinformatischen Methoden; fhS-prints Sonderheft 2004, 206-216

(10) Kirschenpfadt, M; Sommer, D; Golz, M; Konzeption und Realisierung eines Fahrsimulationslabors für die Vigilanzforschung, fhS-prints Sonderheft 2004, 217-228

(9) Jügelt, L; Golz, M; Entwicklung eines biorhythmischen Datenloggers mit besonderer Berücksichtigung der Aspekte des Langzeiteinsatzes; fhS-prints Sonderheft 2004, 168-174

(8) Sommer, D; Bauer, D; Gerber, R; Golz, M; Konzeption eines Untersuchungssystems am Beispiel der Erkennung von Aufmerksamkeitsverlusten; Informatiktage 2003, p300, Bad Schus­senried (ISBN 3-920560-21-3 )

(7) Gerber, R; Bauer, D; Sommer, D; Golz, M; Erkennung von Mikroschlafereignissen mit prototypvektorbasierten Klassifikatoren; Informatiktage 2003, 66-70, Bad Schussenried

(6) Storch, H; Sommer, D; Golz, M; Posturographische Analysen mit Neuronalen Netzen; Informatiktage 2003, p311, Bad Schussenried (ISBN 3-920560-21-3 )

(5) Grimm, T; Sommer, D; Golz, M; Anwendung von Selbstorganisierenden Merkmalskarten auf Daten mit Missing Values; Informatiktage 2001, 69-72, Bad Schussenried (ISBN 3-92056 0-19-5)

(4) Sommer, D; Golz, M; Nichtlinearer adaptiver Filter mit neuroinformatischen Methoden; Informatiktage 2000, 74-77, Bad Schussenried (ISBN 3-920560-16-7 )

(3) Seyfarth, A; Sommer, D; Golz, M; Analyse von Eyetrackingsignalen mit Vektorbasierten Neuronalen Netzen; Informatiktage 2000, p309, Bad Schussenried (ISBN 3-920560-16-7 )

(2) Sommer, D; Golz, M; Tutschel, U; Clusterung von SEM begleiteten EEG-Segmenten mit vektorbasierten Neuronalen Netzen; Informatiktage 1999, 71-74, Bad Schussenried (ISBN 3-920560-14-0 )

(1) Golz, M; Klopfleisch, M; Untersuchungen zur Feldverteilung bei der Anregung von Oberflächen-Plasmon-Polaritonen in ATR-Anordnungen; Wiss Z TH Ilmenau, 33 (1987), 137

FH Schmalkalden - Professur Neuroinformatik und Signalverarbeitung
Fakultät Informatik - Professor Dr. Martin Golz - Postfach 10 04 52 - 98564 Schmalkalden