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Personal profile

Biography

Dr Dat Tran is an Associate Professor in the Information Technology & Engineering academic program. He is Head of the Computational Intelligence, Knowledge and Data Mining (CIKADA) research cluster.
 
Dr Tran received his B.Sc. and M.Sc. degrees from University of Science, Vietnam, in 1984 and 1994, respectively. He received his Graduate Diploma in Information Sciences and Ph.D. degree in Information Sciences & Engineering from University of Canberra, Australia in 1996 and 2001, respectively. He was an IBM intern in Pen Technologies Group, IBM T. J. Watson Research, Yorktown Heights, New York, USA from June 2000 to September 2000.

He has served as reviewer for IEEE Transaction on Fuzzy Systems, IEEE Transaction on Systems, Man and Cybernetics Part B, IEEE Transactions on Geoscience and Remote Sensing, Pattern Recognition, Pattern Recognition Letters, Physica and Bioinformatics journals. He has also served as Conference Chair, Session Chair and member of Program Committee for some international conferences.

Dr Tran focuses on learning and classification algorithms and applications for people with disability. He has published over 100 peer-reviewed research papers to date and is an experienced research student supervisor. He is a senior member of the IEEE.

Research interests

  • Pattern recognition and data mining
  • Machine learning and computational intelligence
  • Brain-computer interfaces and robotics
  • Natural language processing

 

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Projects 2005 2017

Research Output 2002 2018

A Study of Combined Lossy Compression and Person Identification on EEG Signals

Nguyen, B., Ma, W. & Tran, D., 7 Jun 2018, International Joint Conference SOCO’18-CISIS’18-ICEUTE’18, San Sebastian, Spain, June 6-8 Proceedings. Grana, M., Lopez-Guede, J. M., Etxaniz, O., Herrero, A., Saez, J. A., Quintian, H. & Corchado, E. (eds.). Cham, Switzerland: Springer, Vol. 771. p. 449-458 10 p. (Advances in Intelligent Systems and Computing; vol. 771).

Research output: A Conference proceeding or a Chapter in BookConference contribution

Electroencephalography
Identification (control systems)
Biometrics

On the Study of Impacts of Brain Conditions on EEG-based Cryptographic Key Generation Systems

NGUYEN, D., TRAN, D., SHARMA, D. & MA, W., Sep 2018, 22nd International Conference on Knowledge-Based and Intelligent Information and Engineering Systems (KES 2018). Howlett, R. J., Toro, C., Hicks, Y. & Jain, L. C. (eds.). Belgrade, Serbia: Elsevier B.V, Vol. 126. p. 713-722 10 p. (Procedia Computer Science; vol. 126).

Research output: A Conference proceeding or a Chapter in BookConference contribution

Open Access
File
Electroencephalography
Brain
Error correction
Alcohols
Experiments
File
Decision Tree
Compression
Entropy
Experiment
2 Citations (Scopus)

EEG-Based random number generators

Nguyen, D., Tran, D., Ma, W. & Nguyen, K., 26 Jul 2017, Proceedings 11th International Conference on Network and System Security (NSS 2017): Lecture Notes in Computer Science. Yan, Z. (ed.). Cham, Switzerland: Springer-Verlag London Ltd., Vol. 10394. p. 248-256 9 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10394 LNCS).

Research output: A Conference proceeding or a Chapter in BookConference contribution

Random number Generator
Electroencephalography
Pseudorandom number Generator
Statistical tests
Random number

Experimental study on the effects of watermarking techniques on EEG-based application system performance

Pham, T. D., Tran, D. & Ma, W., 26 Oct 2017, Neural Information Processing - Proceedings of the 24th International Conference (ICONIP 2017). Guangzhou, China: Springer-Verlag London Ltd., p. 662-671 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10639 LNCS).

Research output: A Conference proceeding or a Chapter in BookConference contribution

Watermarking
Electroencephalography
System Performance
Experimental Study
Emotion Recognition