Staff profile

Staff image

Dr Thanh Thi Nguyen

Position: Research Fellow in Artifical Intelligence
Faculty or Division: Office of the Deputy Vice-Chancellor (Research)
Department: Centre for Intelligent Systems Research
Campus: Geelong Waurn Ponds Campus
Phone: +61 3 52278281 +61 3 52278281
Email: thanh.nguyen@deakin.edu.au

Biography

Qualifications

  • Bachelor of Engineering, Vietnam, 2007
  • Doctor of Philosophy, Monash University, 2013


Career highlights

2012 - present  Research Fellow, Centre for Intelligent Systems Research, Deakin University, Australia
2011 - 2012  Teaching Associate, Department of Econometrics and Business Statistics and Clayton School of Information Technology, Monash University, Australia
2010 - 2013  Ph.D. Full-time Research, Department of Econometrics & Business Statistics, Monash University, Australia


Research

Research interests

  • Mathematics & Statistics
  • Bioinformatics
  • Healthcare Informatics
  • Artificial Intelligence
  • Soft Computing


Research grants

Deakin Central Research Grants Scheme (2015). Project: "Novel gene selection and fuzzy systems for cancer diagnosis".


Publications

Publications

T.T. Nguyen and S. Nahavandi (2015) Modified AHP for Gene Selection and Cancer Classification using Type-2 Fuzzy Logic, IEEE Transactions on Fuzzy Systems, Accepted 20 June 2015. [IF = 8.746, ranked 1/123 in Computer Science, Artificial Intelligence; 1/249 in Engineering, Electrical and Electronic].

T.T. Nguyen et al. (2015) Hidden Markov Models for Cancer Classification using Gene Expression Profiles, Information Sciences, 316, 293-307. [IF = 4.038, ranked 6/139 in Computer Science, Information Systems].

T.T. Nguyen, et al. (2015) Hierarchical Gene Selection and Genetic Fuzzy System for Cancer Microarray Data Classification, PLOS ONE, 10(3): e0120364. [IF = 3.234, ranked 8/56 in Multidisciplinary Sciences].

T.T. Nguyen et al. (2015) Mass Spectrometry-Based Proteomic Data for Cancer Diagnosis using Type-2 Fuzzy System, IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), Istanbul, Accepted 9 April 2015.

T.T. Nguyen et al. (2015) Medical Data Classification using Interval Type-2 Fuzzy Logic System and Wavelets, Applied Soft Computing, 30, 812-822. [IF = 2.810, ranked 14/102 in Computer Science, Interdisciplinary Applications; 17/123 in Computer Science, Artificial Intelligence].

T.T. Nguyen et al. (2013) Epidemiological Dynamics Modeling by Fusion of Soft Computing Techniques, IEEE International Joint Conference on Neural Networks (IJCNN), Dallas, TX, US, pp. 1-8.

T.T. Nguyen et al. (2015) Fuzzy Portfolio Allocation Models through a New Risk Measure and Fuzzy Sharpe Ratio, IEEE Transactions on Fuzzy Systems, 23(3), 656-676. [IF = 8.746, ranked 1/123 in Computer Science, Artificial Intelligence; 1/249 in Engineering, Electrical and Electronic].

T.T. Nguyen et al. (2015) A Novel Aggregate Gene Selection Method for Microarray Data Classification, Pattern Recognition Letters, 60, 16-23. [IF = 1.551, ranked 55/123 in Computer Science, Artificial Intelligence].

T.T. Nguyen et al. (2015) Multi-Output Interval Type-2 Fuzzy Logic System for Protein Secondary Structure Prediction, Int. J. of Uncertainty, Fuzziness & Knowledge-Based Systems, Accepted 5 April 2015. [IF = 0.954].

T.T. Nguyen et al. (2015) Classification of Healthcare Data using Genetic Fuzzy Logic System and Wavelets, Expert Systems with Applications, 42(4), 2184-2197. [IF = 2.240, ranked 12/81 in Operations Research & Management Science; 29/123 in Computer Science, Artificial Intelligence].

T.T. Nguyen et al. (2015) Automatic Spike Sorting by Unsupervised Clustering with Diffusion Maps and Silhouettes, Neurocomputing, 153, 199-210. [IF = 2.083, ranked 36/123 in Computer Science, Artificial Intelligence].

T.T. Nguyen et al. (2015) EEG Signal Classification for BCI Applications by Wavelets and Interval Type-2 Fuzzy Logic Systems, Expert Systems with Applications, 42(9), 4370-4380. [IF = 2.240, ranked 12/81 in Operations Research & Management Science; 29/123 in Computer Science, Artificial Intelligence].

T.T. Nguyen et al. (2014) Spike Sorting using Locality Preserving Projection with Gap Statistics and Landmark-based Spectral Clustering, Journal of Neuroscience Methods, 238, 43-53. [IF = 2.025].

T.T. Nguyen and L. Gordon-Brown (2012) Constrained fuzzy hierarchical analysis for portfolio selection under higher moments. IEEE Transactions on Fuzzy Systems, 20(4), 666-682. [IF = 8.746, ranked 1/123 in Computer Science, Artificial Intelligence; 1/249 in Engineering, Electrical and Electronic].


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