Dr Phuoc Nguyen

STAFF PROFILE

Position

Research Lecturer

Faculty

Applied Artificial Intel Inst

Department

A2I2P

Campus

Geelong Waurn Ponds Campus

Contact

phuoc.nguyen@deakin.edu.au
+61 3 524 79495

Publications

Filter by

2022

EvSys: A Relational Dynamic System for Sparse Irregular Clinical Events

D Nguyen, P Nguyen, T Tran

(2022), Vol. 1013, pp. 267-279, W3PHAI 2021: Proceedings of the 5th International Workshop on Health Intelligence. AI for Disease Surveillance and Pandemic Intelligence Intelligent Disease Detection in Action, Virtual event, E1

conference

Learning Theory of Mind via Dynamic Traits Attribution

D Nguyen, P Nguyen, H Le, K Do, S Venkatesh, T Tran

(2022), Vol. 2, pp. 954-962, Proceedings of the International Joint Conference on Autonomous Agents and Multiagent Systems, AAMAS, E1

conference
2021

Knowledge Distillation with Distribution Mismatch

D Nguyen, S Gupta, T Nguyen, S Rana, P Nguyen, T Tran, K Le, S Ryan, S Venkatesh

(2021), Vol. 12976, pp. 250-265, ECML PKDD 2021 : Machine Learning and Knowledge Discovery in Databases. Research Track, Bilbao, Spain, E1

conference

Fast Conditional Network Compression Using Bayesian HyperNetworks

P Nguyen, T Tran, K Le, S Gupta, S Rana, D Nguyen, T Nguyen, S Ryan, S Venkatesh

(2021), Vol. 12977, pp. 330-345, ECML PKDD 2021 : Machine Learning and Knowledge Discovery in Databases. Research Track, Bilbao, Spain, E1

conference

Variational Hyper-encoding Networks

P Nguyen, T Tran, S Gupta, S Rana, H Dam, S Venkatesh

(2021), Vol. 12976, pp. 100-115, ECML PKDD 2021 : Machine Learning and Knowledge Discovery in Databases. Research Track, Bilbao, Spain, E1

conference
2020

Unsupervised Anomaly Detection on Temporal Multiway Data

D Nguyen, P Nguyen, K Do, S Rana, S Gupta, T Tran

(2020), pp. 1059-1066, SSCI 2020 : Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, Canberra, Australian Capital Territory, E1

conference
2019

Incomplete conditional density estimation for fast materials discovery

P Nguyen, T Tran, S Gupta, S Rana, M Barnett, S Venkatesh

(2019), pp. 549-557, 2019 SIAM : Proceedings of the 2019 SIAM International Conference on Data Mining, Calgary, Alta., E1

conference

vUBM: A variational universal background model for EEG-based person authentication

H Tran, D Tran, W Ma, P Nguyen

(2019), Vol. 1142 CCIS, pp. 478-485, ICONIP 2019 : Proceedings of the 26th International Conference on Neural Information Processing, Sydney, N.S.W., E1

conference
2018

Resset: A Recurrent Model for Sequence of Sets with Applications to Electronic Medical Records

P Nguyen, T Tran, S Venkatesh

(2018), 2018 International Joint Conference on Neural Networks (IJCNN), Rio de Janeiro, Brazil, E1

conference
2017

Deepr: a convolutional net for medical records

P Nguyen, T Tran, N Wickramasinghe, S Venkatesh

(2017), Vol. 21, pp. 22-30, IEEE journal of biomedical and health informatics, Piscataway, N.J., C1

journal article

Deep learning to attend to risk in ICU

P Nguyen, T Tran, S Venkatesh

(2017), Vol. 1891, pp. 25-29, KDH 2017 : Proceedings of the 2nd International Workshop on Knowledge Discovery in Healthcare Data 2017, Melbourne, Victoria, E1

conference
2015

Repulsive-SVDD classification

P Nguyen, D Tran

(2015), Vol. 9077, pp. 277-288, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1-1

conference
2014

EEG-based user authentication using artifacts

T Pham, W Ma, D Tran, P Nguyen, D Phung

(2014), Vol. 299, pp. 343-353, SOCO’14-CISIS’14-ICEUTE’14 : Proceedings of the International Joint Conference SOCO’14-CISIS’14-ICEUTE’14, Bilbao, Spain, E1-1

conference

Multi-factor EEG-based user authentication

Pham Tien, Wanli Ma, Tran Dat, Thanh Nguyen, Phung Dinh

(2014), pp. 4029-4034, IJCNN 2014 : Proceedings of the 2014 International Joint Conference on Neural Networks, Beijing, China, E1-1

conference

Investigating the impacts of epilepsy on EEG-based person identification systems

D Phung, D Tran, W Ma, P Nguyen, T Pham

(2014), pp. 3644-3648, IJCNN 2014 : Proceedings of the 2014 International Joint Conference on Neural Networks, Beijing, China, E1-1

conference

A novel sphere-based maximum margin classification method

Thanh Nguyen, Tran Dat, Xu Huang, Wanli Ma

(2014), pp. 620-624, ICPR 2014 : Proceedings of the 2014 22nd International Conference on Pattern Recognition, Stockholm, Sweden, E1-1

conference

Using shannon entropy as EEG signal feature for fast person identification

D Phung, D Tran, W Ma, P Nguyen, T Pham

(2014), pp. 413-418, 22nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning, ESANN 2014 - Proceedings, Bruges, Belgium, E1-1

conference

Selection combining technique and its real-time FPGA implementation for spectrum sensing efficiency improvement in cognitive radio

T Nguyen, T Nguyen, K Dang, P Nguyen

(2014), Vol. 282 LNEE, pp. 181-189, Lecture Notes in Electrical Engineering, E1-1

conference
2013

Proximity multi-sphere support vector clustering

T Le, D Tran, T Nguyen, W Ma, D Sharma

(2013), Vol. 22, pp. 1309-1319, Neural computing and applications, London, Eng., C1-1

journal article

Motor imagery EEG-based person verification

P Nguyen, D Tran, X Huang, W Ma

(2013), Vol. 7903, pp. 430-438, IWANN 2013 : Proceedings of the 12th International Work-Conference on Artificial Neural Networks 2013, Puerto de la Cruz, Tenerife, Spain, E1-1

conference

Parallel support vector data description

P Nguyen, D Tran, X Huang, W Ma

(2013), Vol. 7902, pp. 280-290, IWANN 2013 : Proceedings of the 12th International Work-Conference on Artificial Neural Networks 2013, Puerto de la Cruz, Tenerife, Spain, E1-1

conference

Age and gender classification using EEG paralinguistic features

P Nguyen, D Tran, X Huang, W Ma

(2013), pp. 1295-1298, NER 2013 : 6th International IEEE/EMBS Conference on Neural Engineering, San Diego, California, E1-1

conference

EEG-based person verification using multi-sphere SVDD and UBM

P Nguyen, D Tran, T Le, X Huang, W Ma

(2013), Vol. 7818, pp. 289-300, PAKDD 2013 : Proceedings of the 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining, Gold Coast, Qld., E1-1

conference

A study on the feasibility of using EEG signals for authentication purpose

T Pham, W Ma, D Tran, P Nguyen, D Phung

(2013), Vol. 8227 LNCS, pp. 562-569, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1-1

conference

EEG-based age and gender recognition using tensor decomposition and speech features

P Nguyen, D Tran, T Vo, X Huang, W Ma, D Phung

(2013), Vol. 8227 LNCS, pp. 632-639, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1-1

conference

EEG-based user authentication in multilevel security systems

T Pham, W Ma, D Tran, P Nguyen, D Phung

(2013), Vol. 8347 LNAI, pp. 513-523, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), E1-1

conference

Experiments on synchronous nonlinear features for 2-class NIRS-based motor imagery problem

T Hoang, D Tran, K Truong, P Nguyen, T Vo Van, X Huang, D Sharma

(2013), Vol. 40 IFMBE, pp. 8-12, IFMBE Proceedings, E1-1

conference

High order moment features for NIRS-based classification problems

T Hoang, D Tran, K Truong, P Nguyen, T Vo Van, X Huang, D Sharma

(2013), Vol. 40 IFMBE, pp. 4-7, IFMBE Proceedings, E1-1

conference
2012

Multi-sphere support vector data description for brain-computer interface

P Nguyen, D Tran, T Le, T Hoang, D Sharma

(2012), pp. 318-321, 2012 4th International Conference on Communications and Electronics, ICCE 2012, Hue, VIETNAM, E1-1

conference

A proposed feature extraction method for EEG-based person identification

P Nguyen, D Tran, X Huang, D Sharma

(2012), Vol. 2, pp. 826-831, Proceedings of the 2012 International Conference on Artificial Intelligence, ICAI 2012, Las Vegas, Nevada, E1-1

conference
2011

Multiple distribution data description learning method for novelty detection

T Le, D Tran, P Nguyen, W Ma, D Sharma

(2011), pp. 2321-2326, IJCNN 2011 : Proceedings of the International Joint Conference on Neural Networks, San Jose, CA, E1-1

conference
2010

Automatic classification of speaker characteristics

P Nguyen, D Tran, X Huang, D Sharma

(2010), pp. 147-152, ICCE 2010 - 3rd International Conference on Communications and Electronics, Hanoi Univ Sci & Technol, Nha Trang, VIETNAM, E1-1

conference

Automatic speech-based classification of gender, age and accent

P Nguyen, D Tran, X Huang, D Sharma

(2010), Vol. 6232, pp. 288-299, PKAW 2010 : Proceedings of the Pacific Rim Knowledge Acquisition Workshop : Knowledge Management and Acquisition for Smart Systems and Services, Daegu, South Korea, E1-1

conference

Australian accent-based speaker classification

P Nguyen, D Tran, X Huang, D Sharma

(2010), pp. 416-419, 3rd International Conference on Knowledge Discovery and Data Mining, WKDD 2010, Phuket, THAILAND, E1-1

conference

Fuzzy feature weighting techniques for vector quantisation

D Tran, W Ma, D Sharma, P Nguyen

(2010), WCCI 2010 : Proceedings of the 2010 IEEE World Congress on Computational Intelligence, Barcelona, Spain, E1-1

conference

Fuzzy support vector machines for age and gender classification

P Nguyen, T Le, D Tran, X Huang, D Sharma

(2010), pp. 2806-2809, INTERSPEECH 2010 : Proceedings of the 11th Annual Conference of the International Speech Communication Association, Makuhari, Chiba, Japan, E1-1

conference

Funded Projects at Deakin

Other Public Sector Funding

Al Algorithmic Assurance

Prof Svetha Venkatesh, A/Prof Sunil Gupta, A/Prof Santu Rana, A/Prof Truyen Tran, Dr Anh Cat Le Ngo, Dr Phuoc Nguyen, Mr Stephan Jacobs, Dr Dang Nguyen

Department of Defence

  • 2021: $248,140
  • 2020: $208,820
  • 2019: $80,640

In relation to Assuring an off-the-shelf AI algorithm

A/Prof Sunil Gupta, A/Prof Truyen Tran, A/Prof Santu Rana, Prof Svetha Venkatesh, Dr Phuoc Nguyen, Mr Tiep-Trong Nguyen, Mr Stephan Jacobs

Defence Science and Technology Group - Department of Defence

  • 2022: $85,000
  • 2021: $168,034

Machine learning for rapid materials design and assessment.

A/Prof Shannon Ryan, Dr Phuoc Nguyen

Department of Defence

  • 2022: $160,000

Supervisions

No completed student supervisions to report