Research Profile

Andriy Temko

Biography

Andriy Temko received the Engineering degree in Informatics in 2002 from Dnipropetrovsk National University, Dnipropetrovsk, Ukraine and the PhD degree in Telecommunication in 2008 from Universitat Politècnica de Catalunya (UPC), Barcelona, Spain. His main research interests include kernel methods, signal processing, and multimodal interfaces. During 2006-2007 he was a task leader in detection and classification of acoustic events within the EU-funded international evaluation campaigns on detection of events, activities, and their relationships (CLEAR 2006/CLEAR 2007). Since late 2008 he has been with the Neonatal Brain Research Group, University College Cork, Ireland, working on algorithms for EEG and ECG based detection of seizures in newborns and adults. He has been involved in several EU and national governments funded projects on
speech and biomedical signal processing. He is a senior member of IEEE. Google Scholar 

Research Interests

My work has primarily spanned around detection of events of interest in various signals, such as acoustic events in audio signals and speech activity detection, speaker diarization/verification/recognition, seizures in neonatal EEG and ECG, epileptiforms in adult EEG, allergy in peadiatric ECG, etc. For my current research interests, please visit the Neonatal Brain Research Group webpage. 

Publications

Book Chapters

 YearPublication
(2011)'Advances in automated neonatal seizure detection'
Thomas, E.M., Temko, A., Lightbody, G., Marnane, W.P. and Boylan, G.B; (2011) 'Advances in automated neonatal seizure detection' In: New Advances in Intelligent Signal Processing. Germany: Springer-Verlag.   [Details]
(2009)'Acoustic Event Detection and Classification'
A. Temko, C. Nadeu, D. Macho, R. Malkin, C. Zieger, M. Omologo (2009) 'Acoustic Event Detection and Classification' In: Human Computer Interaction. Germany: Springer-Verlag. [Details]
(2008)'Acoustic Event Detection: SVM-based System and Evaluation Setup in CLEAR'07'
A. Temko, C. Nadeu, J-I. Biel (2008) 'Acoustic Event Detection: SVM-based System and Evaluation Setup in CLEAR'07' In: Multimodal Technologies for Perception of Humans. Germany: Springer. [Details]
(2008)'Speaker Diarization for Conference Room: The UPC RT07s Evaluation System'
J. Luque, X. Anguera, A. Temko, J. Hernando (2008) 'Speaker Diarization for Conference Room: The UPC RT07s Evaluation System' In: Multimodal Technologies for Perception of Humans. Germany: Springer-Verlag. [Details]
(2008)'Inclusion of Video Information for Detection of Acoustic Events using the Fuzzy Integral'
T. Butko, A. Temko, C. Nadeu, C. Canton (2008) 'Inclusion of Video Information for Detection of Acoustic Events using the Fuzzy Integral' In: Machine Learning for Multimodal Interaction. Germany: Springer. [Details]
(2007)'CLEAR Evaluation of Acoustic Event Detection and Classification systems'
A. Temko, R. Malkin, C. Zieger, D. Macho, C. Nadeu, M. Omologo (2007) 'CLEAR Evaluation of Acoustic Event Detection and Classification systems' In: Multimodal Technologies for Perception of Humans. Germany: Springer. [Details]
(2007)'Robust Speech Activity Detection in Interactive Smart-Room Environment'
D. Macho, C. Nadeu, A. Temko (2007) 'Robust Speech Activity Detection in Interactive Smart-Room Environment' In: Machine Learning for Multimodal Interaction. Germany: Springer. [Details]
(2006)'Improving the Performance of Acoustic Event Classification by Selecting and Combining Information Sources using the Fuzzy Integral'
A. Temko, D. Macho, C. Nadeu (2006) 'Improving the Performance of Acoustic Event Classification by Selecting and Combining Information Sources using the Fuzzy Integral' In: Machine Learning for Multimodal Interaction. Germany: Springer. [Details]

Peer Reviewed Journals

 YearPublication
(2012)'Instantaneous Measure of EEG Channel Importance for Improved Patient-Adaptive Neonatal Seizure Detection'
Temko A, Lightbody G, Thomas E, Boylan G, Marnane W (2012) 'Instantaneous Measure of EEG Channel Importance for Improved Patient-Adaptive Neonatal Seizure Detection'. IEEE Transactions On Biomedical Engineering, 59 (3):717-727 [DOI] [Details]
(2011)'EEG Signal Description with Spectral-Envelope Based Speech Recognition Features for Detection of Neonatal Seizures'
A. Temko, C. Nadeu, W. Marnane, G. Boylan, G. Lightbody; (2011) 'EEG Signal Description with Spectral-Envelope Based Speech Recognition Features for Detection of Neonatal Seizures'. IEEE Transactions on Information Technology in Biomedicine, 15 (6):839-847 [DOI] [Details]
(2011)'Performance assessment for EEG-based neonatal seizure detectors'
Temko, A; Thomas, E; Marnane, W; Lightbody, G; Boylan, G; (2011) 'Performance assessment for EEG-based neonatal seizure detectors'. Clinical Neurophysiology, 122 (3):474-482 [DOI] [Details]
(2011)'EEG-based neonatal seizure detection with Support Vector Machines'
Temko, A; Thomas, E; Marnane, W; Lightbody, G; Boylan, G; (2011) 'EEG-based neonatal seizure detection with Support Vector Machines'. Clinical Neurophysiology, 122 (3):464-473 [DOI] [Details]
(2010)'Heart Rate Based Automatic Seizure Detection in the Newborn'
Doyle O.M., Temko A., Marnane W.P., Lightbody G., Boylan, G., (2010) 'Heart Rate Based Automatic Seizure Detection in the Newborn'. Medical Engineering & Physics, 32 (8):829-839 [DOI] [Details]
(2010)'Gaussian Mixture Models for Classification of Neonatal Seizures in EEG'
Thomas, E. M., Temko, A., Lightbody, G., Marnane, W., Boylan, G.B; (2010) 'Gaussian Mixture Models for Classification of Neonatal Seizures in EEG'. Physiological Measurement, 31 :1047-1064 [Details]
(2009)'Acoustic Event Detection in Meeting-Room Environment'
A. Temko, C. Nadeu (2009) 'Acoustic Event Detection in Meeting-Room Environment'. Pattern Recognition Letters, 30 (4):1281-1288 [DOI] [Details]
(2009)'EEG In The Healthy Term Newborn Within 12 Hours of Birth'
Korotchikova, I, Connolly, S, Ryan, CA, Murray, DM, Temko, A, Greene, BR, Boylan, GB; (2009) 'EEG In The Healthy Term Newborn Within 12 Hours of Birth'. Clinical Neurophysiology, 120 (6):1046-1053 [DOI] [Details]
(2008)'Fuzzy Integral Based Information Fusion for Classification of Highly Confusable Non-Speech Sounds'
A. Temko, D. Macho, C. Nadeu (2008) 'Fuzzy Integral Based Information Fusion for Classification of Highly Confusable Non-Speech Sounds'. Pattern Recognition, 41 (5):1831-1840 [DOI] [Details]
(2006)'Classification of Acoustic Events using SVM-based Clustering Schemes'
A. Temko, C. Nadeu (2006) 'Classification of Acoustic Events using SVM-based Clustering Schemes'. Pattern Recognition, 39 (4):682-694 [DOI] [Details]

Conference Publications

 YearPublication
(2012)IEEE EMBS International Conference on Biomedical Engineering and Sciences
A. Temko, L. Marnane, G. Boylan, G. Lightbody (2012) Adaptive Modelling of Background EEG for Robust Detection of Neonatal Seizures IEEE EMBS International Conference on Biomedical Engineering and Sciences [Details]
(2012)34th Annual International IEEE EMBS Conference
A. Temko, N. Stevenson, W. Marnane, G. Boylan, G. Lightbody (2012) Temporal Evolution of Seizure Burden for Automated Neonatal EEG Classification 34th Annual International IEEE EMBS Conference [Details]
(2012)34th Annual International IEEE EMBS Conference
R. Ahmed, A. Temko, W. Marnane, G. Boylan, G. Lightbody (2012) Dynamic Time Warping Based Neonatal Seizure Detection System 34th Annual International IEEE EMBS Conference San Diego, CA, USA, , 28-AUG-12 - 01-SEP-12 , pp.4919-4922 [DOI] [Details]
(2012)Mini-symposium at IEEE EMBC’12
A. Temko, L. Marnane, G. Boylan, G. Lightbody, (2012) All Things Are Known By Comparison: Standardized Performance Assessment and Metrics Mini-symposium at IEEE EMBC’12 San Diego, USA, , 31-AUG-12 - 31-AUG-12 [Details]
(2011)4th International Symposium on Applied Sciences in Biomedical and Communication Technologies (ISABEL 2011)
Twomey N., Temko A., O’B Hourihane J., Marnane W.P., (2011) Allergy detection with statistical modelling of HRV-based non-reaction baseline features 4th International Symposium on Applied Sciences in Biomedical and Communication Technologies (ISABEL 2011) Barcelona, Spain, , 26-OCT-11 - 29-OCT-11 [DOI] [Details]
(2011)18th IFAC World Congress
Temko A., Marnane W.P., Boylan G., Lightbody G., (2011) A Data-Driven Energy Based Estimator of EEG Channel Importance for Improved Patient-Adaptive Neonatal Seizure Detector 18th IFAC World Congress Milan, Italy, , 28-AUG-11 - 02-SEP-11 [DOI] [Details]
(2011)33rd Annual International IEEE EMBS Conference
Kelleher D., Temko A., O’Regan S., Nash D., McNamara B., Costello D., Marnane W.P., (2011) Parallel Artefact Rejection for Epileptiform Activity Detection in Routine EEG 33rd Annual International IEEE EMBS Conference Boston, MA, USA, , 30-AUG-11 - 03-SEP-11 , pp.7953-7956   [DOI] [Details]
(2011)33rd Annual International IEEE EMBS Conference
Temko A., Lightbody G., Boylan G., Marnane W.P., (2011) Online EEG Channel Weighting for Detection of Seizures in the Neonate 33rd Annual International IEEE EMBS Conference Boston, MA, USA, , 30-AUG-11 - 03-SEP-11 , pp.1447-1450   [DOI] [Details]
(2010)IEEE/INSTICC Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC
A. Temko, I. Korotchikova, W. Marnane, G. Lightbody, G. Boylan; (2010) Validation of an Automated Seizure Detection System on Healthy Babies: Histogram-Based Energy Normalization for Montage Mismatch Compensation IEEE/INSTICC Joint Conference on Biomedical Engineering Systems and Technologies, BIOSTEC [Details]
(2010)AMA-IEEE Conference on Medical Technology devoted to Individualized Healthcare
Temko, A; McEvoy, R; Dwyer, D; Faul, S; Lightbody, G; Marnane, W; (2010) REACT: Real-Time EEG Analysis for Seizure Detection AMA-IEEE Conference on Medical Technology devoted to Individualized Healthcare [Details]
(2010)32nd Annual International IEEE EMBS Conference
Temko A., Boylan G., Marnane W.P., Lightbody G. (2010) Speech Recognition Features for EEG Signal Description in Detection of Neonatal Seizures 32nd Annual International IEEE EMBS Conference Buenos Aires, Argentina, , 31-AUG-10 - 04-SEP-10 , pp.3281-3284 [DOI] [Details]
(2010)32nd Annual International IEEE EMBS Conference
D. Kelleher, A. Temko, D. Nash, B. McNamara, W. Marnane, (2010) SVM Detection of Epileptiform Activity in Routine EEG 32nd Annual International IEEE EMBS Conference [Details]
(2010)32nd Annual International IEEE EMBS Conference
Doyle O.M., Temko A., Murrray D.M., Boylan G., Lightbody G., Marnane W.P., (2010) Predicting the neurodevelopmental outcome in newborns with hypoxic-ischaemic injury 32nd Annual International IEEE EMBS Conference Buenos Aires, Argentina, , 31-AUG-10 - 04-SEP-10 , pp.1370-1373 [DOI] [Details]
(2009)IEEE Symp. Intelligent Signal Processing, WISP
D. Kelleher, S. Faul, A. Temko, W. Marnane (2009) On the Effect of Reduced Sampling Rate and Bitwidth on Seizure Detection IEEE Symp. Intelligent Signal Processing, WISP [Details]
(2009)31st Annual International IEEE EMBS Conference
S. Faul, A. Temko, W. Marnane (2009) Age-independent Seizure Detection 31st Annual International IEEE EMBS Conference [Details]
(2009)2009 IEEE International Workshop on Machine Learning For Signal Processing (MLSP2009)
Thomas, E.M., Temko, A., Lightbody, G., Marnane, W.P. and Boylan, G.B ; (2009) A Gaussian mixture model based statistical classification system for neonatal seizure detection 2009 IEEE International Workshop on Machine Learning For Signal Processing (MLSP2009) Grenoble, France, , 02-SEP-09 - 04-SEP-09 , pp.1-6 [DOI] [Details]
(2009)IEEE International Symposium on Intelligent Signal Processing (WISP2009)
Thomas, E.M., Temko, A., Lightbody, G., Marnane, W.P. and Boylan, G.B; (2009) A comparison of generative and discriminative approaches in automated neonatal seizure detection IEEE International Symposium on Intelligent Signal Processing (WISP2009) Budapest, Hungry, , 26-AUG-09 - 28-AUG-09 , pp.153-156 [DOI] [Details]
(2009)SIG-IL/Microsoft Workshop on Speech and Language Technologies for Iberian Languages
M. Aguilo, T. Butko, A. Temko, C. Nadeu, (2009) A Hierarchical Architecture for Audio Segmentation in a Broadcast News Task SIG-IL/Microsoft Workshop on Speech and Language Technologies for Iberian Languages Porto Salvo, Portugal, [Details]
(2009)31st Annual International IEEE EMBS Conference
Temko A, Thomas E, Boylan G, Marnane W, Lightbody G; (2009) An SVM-based system and its performance for detection of seizures in neonates 31st Annual International IEEE EMBS Conference , pp.2643-2646 [DOI] [Details]
(2008)Interspeech
A. Temko, C. Nadeu (2008) Detection of Acoustic Events in Interactive Seminar Data with Temporal Overlaps Interspeech [Details]
(2008)Interspeech
T. Butko, A. Temko, C. Nadeu, C. Canton, (2008) Fusion of Audio and Video Modalities for Detection of Acoustic Events Interspeech [Details]
(2007)IAPR/IEEE International Conference on Biometrics
M. Farrús, P. Ejarque, A. Temko, J. Hernando, (2007) Histogram Equalization in SVM Multimodal Person Verification IAPR/IEEE International Conference on Biometrics Seoul, Korea, [Details]
(2007)32nd IEEE International Conference on Acoustics, Speech, and Signal Processing
A. Temko, D. Macho, C. Nadeu, (2007) Enhanced SVM Training for Robust Speech Activity Detection 32nd IEEE International Conference on Acoustics, Speech, and Signal Processing [Details]
(2006)The IV Biennial Workshop on Speech Technology
A. Temko, R. Malkin, C. Zieger, D. Macho, C. Nadeu, M. Omologo (2006) Acoustic Event Detection and Classification in Smart-Room Environment: Evaluation of CHIL Project Systems The IV Biennial Workshop on Speech Technology [Details]
(2006)31st IEEE International Conference on Acoustics, Speech, and Signal Processing
A. Temko, E. Monte, C. Nadeu, (2006) Comparison of Sequence Discriminant Support Vector Machines For Acoustic Event Classification 31st IEEE International Conference on Acoustics, Speech, and Signal Processing [Details]
(2006)The IV Biennial Workshop on Speech Technology, Zaragoza
D. Macho, A. Temko, C. Nadeu, (2006) Systems For Robust Speech Activity Detection and Their Results With the RT05 and RT06 Evaluation Tests The IV Biennial Workshop on Speech Technology, Zaragoza [Details]
(2005)30th IEEE International Conference on Acoustics, Speech, and Signal Processing
A. Temko, C. Nadeu, (2005) Classification of Meeting-Room Acoustic Events with Support Vector Machines and Variable-Feature-Set Clustering 30th IEEE International Conference on Acoustics, Speech, and Signal Processing [Details]
(2005)Interspeech
A. Temko, D. Macho, C. Nadeu, (2005) Selection of Features and Combination of Classifiers using a Fuzzy Approach for Acoustic Event Classification Interspeech [Details]
(2005)Joint Workshop on Hands-Free Speech Communication and Microphone Array
R. Malkin, D. Macho, A. Temko, C. Nadeu, (2005) First Evaluation of Acoustic Event Classification Systems in CHIL Project Joint Workshop on Hands-Free Speech Communication and Microphone Array [Details]

Published Reports

 YearPublication
(2007)CLEAR 2007 AED evaluation plan.
A. Temko (2007) CLEAR 2007 AED evaluation plan. UPC, Barcelona. [Details]
(2005)UPC-TALP Database of Isolated Acoustic Events.
A. Temko, D. Macho, C. Nadeu, (2005) UPC-TALP Database of Isolated Acoustic Events. UPC, Barcelona. [Details]

Professional Activities

Honours and Awards

 YearTitleAwarding Body
2010Research Commercialization Award, UCC University College Cork
2009Gold medal, UCC College of Medicine and Health UCC College of Medicine and Health
2008Runner-up of the Best Journal Paper Award in Speech Technologies Red Temática en Tecnologías del Habla
2006Best Paper Award, The IV Biennial Workshop on Speech Technology The IV Biennial Workshop on Speech Technology
2005International Speech Communication Association grant International Speech Communication Association
2003Predoctoral Grant of Ministry of Education and Science Ministry of Education and Science, Spain

Professional Associations

 AssociationFunctionFrom / To
IEEE Senior Member01-JAN-05 /

Patents

 Patent NumberTitleInventorGranted
WO2010115939A Method of Real-Time Identification of Seizures in an Electroencephalogram (EEG) Signal FAUL, Stephen; TEMKO, Andriy; MARNANE, William, LIGHTBODY, Gordon, BOYLAN, Geraldine14-OCT-10

Conference Contributions

 YearPublication
(2009)1st Annual Research Conference of College of Medicine & Health,
I. Korotchikova, A. Temko, N. Stevenson, G. Lightbody, L. Marnane, G. Boylan (2009) Performance of an automated neonatal seizure detection system. [Peer Reviewed Abstract], 1st Annual Research Conference of College of Medicine & Health, UCC , 01-JUL-09 - 01-JUL-09. [Details]
(2011)3rd Annual Research Conference of College of Medicine & Health,,
N. Stevenson, A. Temko, G. Lightbody, W. Marnane, G. Boylan (2011) Automated Neonatal Seizure Detection using Machine Learning. [Peer Reviewed Abstract], 3rd Annual Research Conference of College of Medicine & Health,, UCC , 22-JUN-11 - 22-JUN-11. [Details]

Employment

 EmployerPositionFrom / To
University College Cork Senior Postdoctoral Researcher01-MAR-11 / 28-FEB-15
University College Cork Postdoctoral Researcher01-NOV-08 / 28-FEB-11
Universitat Politecnica de Catalunya Postdoc01-OCT-07 / 31-OCT-08
Institut de Recherche en Informatique de Toulouse, France Visiting Researcher01-APR-07 / 30-JUN-07
Universitat Politecnica de Catalunya Research Assistant01-OCT-03 / 01-SEP-07
Dnepropetrovsk National University Research Assistant01-SEP-02 / 31-AUG-03

Education

 YearInstitutionQualificationSubject
2008Universitat Politecnica de Catalunya PHDTelecommunication Engineering
2002Dnepropetrovsk National University MScComputer Science
2001Dnepropetrovsk National University BScComputer Engineering

Languages

 LanguageReadingWritingSpeaking
Russian FluentFluentFluent
English FluentFluentFluent
Spanish FunctionalFunctionalFunctional
German FunctionalBasicFunctional
Catalan FunctionalFunctionalFunctional
French BasicBasicBasic
Gaeilge BasicBasicBasic

Outreach Activities

 Description

UCC Research Staff Associations, committee member.

Other Activities

 Description

Invited papers 

Session Chair at Audio and Speech Processing, 21st IET Irish Signals and Systems conference, Cork, 2010

Technical Program Committees:  IEEE EMBS IECBES 2012, EUSIPCO 2012, EUSIPCO 2011 

RECOGNITION BY PRESS

REFEREE
  • IEEE Transactions on Biomedical Engineering
  • IEEE Transactions on Signal Processing
  • IEEE Transactions on Neural Networks and Learning Systems
  • IEEE Transactions on Audio, Speech, and Language Processing 
  • IEEE Signal Processing Letters 
  • Pattern Recognition, Elsevier
  • Pattern Recognition Letters, Elsevier
  • Medical Engineering and Physics, Elsevier
  • Applied Acoustics, Elsevier
  • Computer Methods and Programs in Biomedicine, Elsevier
  • Neuroscience Letters, Elsevier
  • Journal of Neuroscience Methods, Elsevier
  • EURASIP Journal on Audio, Speech, and Music Processing
  • EURASIP Journal on Advances in Signal Processing

EDUCATIONAL WORKSHOPS ATTENDED
  • UCC Researcher Conference, Developing Researchers in the 21st Century, April 2012
  • Project Management in the Real World by Frazer Robertson, UCC, April, 2012
  • How to Explain the Potential Impact of a Research Project by Sean McCarthy, UCC, April 2012
  • How to Write a Competitive Proposal for Framework 7 by Sean McCarthy, UCC, April 2012
  • Working with Postgraduate Students by Alan Kelly, UCC, January, 2012
  • Effective Presentation Skills for Researchers by Maeve Lankford, UCC, November 2011
  • Creative Problem Solving by Kevin Byron, UCC, November 2011

Organization of international evaluation campaigns 
  • March 2007: Co-organization of the international evaluation campaign (CLEAR’2007) on Acoustic Event Detection 2007 (evaluation setup/conditions, metrics, etc)
  • Spring 2007: Task leader in Acoustic Event Detection (multiple deliverables, reports, etc) within CLEAR 2007
  • March 2006: Co-organization of the international evaluation campaign (CLEAR’2006) on Acoustic Event Detection and Classification 2006 (evaluation setup, metrics, etc)
  • Spring 2006: Task leader in Acoustic Event Detection and Classification (multiple deliverables, reports, etc) within CLEAR 2006
  • March 2005: Co-organization of CHIL evaluations on Acoustic Event Classification 2005
  • March 2004: Co-organization of CHIL dry-run evaluations on Acoustic Event Classification 2004

Participation in prestigious evaluations  
  • April, 2007: Participation in NIST Rich Transcription 2007 on Speaker Diarization task
  • March, 2007: Participation in the international CLEAR evaluation campaign 2007 on Acoustic Event Detection task
  • April, 2006: Participation in NIST Rich Transcription 2006 evaluations on Speech Activity Detection task
  • March, 2006: Participation in the international CLEAR evaluation campaign 2006 on Acoustic Event Detection and Classification task
  • Sep, 2005: Participation in CHIL project dry-run evaluations on Acoustic Event Classification
  • March, 2005: Participation in CHIL project evaluations on Acoustic Event Classification

Demonstrations developed 

Teaching Activities

Teaching Interests

Lecture courses


2011-2012, Lecturer, postgraduate course EE6006 (5 credits): “VLSI for DSP”, Dept. EEE, UCC, Cork, Ireland
2007-2008, Lecturer, postgraduate course 29409 (6 credits): “Speech and Language Technology and Applications”, Department of Signal Theory and Communications, UPC, Barcelona, Spain
Invited seminars

2011: “Recent Advances in Automated Neonatal Seizure Detection”, Department of Neuroimaging, Institute of Psychiatry, King’s College London, UK
2011: “Event Detection in Audio and Biomedical Signals”, Interaction-Design, E-learning and Speech Research Group (IDEAS), Department of Computer Science, University College Cork
2010: "VC dimension, Model Selection and Performance Assessment for SVM and Other Machine Learning Algorithms", Dept. Electrical and Electronic Engineering, University College Cork, Ireland
2010: “Automated EEG-Based Detection of Seizures in Newborn Babies”, Universitat Politècnica de Catalunya, Barcelona, Spain
2009: “Statistical Machine Learning and its Application to Neonatal Seizure Detection”, Statistics Department seminars, University College Cork
2009: "Acoustic Event Detection", Neonatal Brain Research Group, University College Cork, Cork, Ireland
2008: "Introduction to Support Vector Machines", Neonatal Brain Research Group, University College Cork, Cork, Ireland
2008: "Introduction to Speech Technologies", Neonatal Brain Research Group, University College Cork, Cork, Ireland
2008: "Acoustic Event Detection and Classification", IDIAP Research Centre, Martigny, Switzerland
2008: "Detection of Acoustic Events in Smart-room Environments", Telefonica R&D, Barcelona, Spain
2007: "Detection of Acoustic Cues in Smart Rooms", Institut de Recherche en Informatique de Toulouse, Toulouse, France
2007: "Hypothesis Testing", TALP Research Centre, Universitat Politècnica de Catalunya, Barcelona, Spain
2004: "Introduction to Fuzzy Logic and Fuzzy Information Fusion", TALP Research Centre, Universitat Politècnica de Catalunya, Barcelona, Spain

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Electrical and Electronic Engineering

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University College Cork, College Road, Cork, Ireland

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