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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

Research Output

Improving SVM Classification on Imbalanced Datasets for EEG-Based Person Authentication

Tran, N., Tran, D., Liu, S., Trinh, L. & Pham, T., 1 Jan 2020, International Joint Conference: 12th International Conference on Computational Intelligence in Security for Information Systems (CISIS 2019) and 10th International Conference on EUropean Transnational Education (ICEUTE 2019). CISIS 2019, ICEUTE 2019. Sáez Muñoz, J. A., Corchado, E., Martínez Álvarez, F., Troncoso Lora, A. & Quintián, H. (eds.). Switzerland: Springer, p. 57-66 10 p. (Advances in Intelligent Systems and Computing; vol. 951).

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

  • 1 Citation (Scopus)

    Deep Learning with XGBoost for Real Estate Appraisal

    Zhao, Y., Chetty, G. & Tran, D., 6 Dec 2019, 2019 IEEE Symposium Series on Computational Intelligence, SSCI 2019. United States: IEEE, Institute of Electrical and Electronics Engineers, p. 1396-1401 6 p. 9002790. (2019 IEEE Symposium Series on Computational Intelligence, SSCI 2019).

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

  • EEG-Based Person Authentication System in Different Brain States

    Tran, N., TRAN, D., LIU, S., MA, W. & PHAM, T., 16 May 2019, 9th International IEEE EMBS Conference on Neural Engineering, NER 2019. IEEE, Institute of Electrical and Electronics Engineers, p. 1050-1053 4 p. 8716949. (International IEEE/EMBS Conference on Neural Engineering, NER; vol. 2019-March).

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

  • 2 Citations (Scopus)

    On the stability of a pass-thought security system in different brain states

    Tran, N., Tran, D., Liu, S. & Pham, T., 9 Dec 2019, Neural Information Processing - 26th International Conference, ICONIP 2019: Proceedings Part 1. Gedeon, T., Wong, K. W. & Lee, M. (eds.). Netherlands: Springer - Adis, p. 556-567 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11953 LNCS).

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

  • 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

  • 1 Citation (Scopus)