Staff profile

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Dr Thanh Thi Nguyen

Position: Alfred Deakin Postdoctoral Research Fellow
Faculty or Division: Inst Intelligent Sys Res & Inn
Department: Inst Intelligent Sys Res & Inn
Campus: Geelong Waurn Ponds Campus
Phone: +61 3 522 78281 +61 3 522 78281
Email: thanh.nguyen@deakin.edu.au

Biography

Qualifications

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


Career highlights

7/2015 - 10/2015: Visiting Scholar at Computer Science Department, Stanford University, California, USA.

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

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


Publications

Publications

T.T. Nguyen and S. Nahavandi, Modified AHP for Gene Selection and Cancer Classification using Type-2 Fuzzy Logic, IEEE Transactions on Fuzzy Systems, In Press. [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) 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. (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) 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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