Tony Jan

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Tony Jan

Professor of Information Technology

 https://orcid.org/0000-0002-3114-8978

Accepting PhD Students

PhD projects

Cyber security for industrial IoT (IIoT) systems (e.g., real-time threat detection)
Next-generation applications for smart cities (e.g., drones and smart vehicles)
Cognitive sensor network for built environments (e.g., digital twins and surveillance)
Extended reality and AI for future digital societies (e.g., senior citizen home care).

19992024

Research activity per year

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  • 2023

    Deep Learning-Based Classification of Neurodegenerative Diseases Using Gait Dataset: A Comparative Study

    Zhou, Z., Kanwal, A., Chaturvedi, K., Raza, R., Prakash, S., Jan, T. & Prasad, M., 21 Jul 2023, Proceedings of 2023 International Conference on Robotics, Control and Vision Engineering, RCVE 2023. Association for Computing Machinery (ACM), p. 59-64 6 p. (ACM International Conference Proceeding Series).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • Learning Analytics for Improved Course Delivery: Applications and Techniques

    Tich, P. T., Jan, T. & Kew, S. N., 12 Jan 2023, ICDTE '22: Proceedings of the 6th International Conference on Digital Technology in Education. ACM New York, NY, USA, p. 100-106

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Understanding Social Media Engagement in Response to Disaster Fundraising Attempts During Australian Bushfires

    Nii, Y., Raj, C., Tiwana, M. S., Samarawickrama, M., Simoff, S., Jan, T. & Prasad, M., 2023, Proceedings in Adaptation, Learning and Optimization book series (PALO,volume 17): International Conference on Intelligent Vision and Computing. Springer Nature, p. 277-289

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2020

    Identification and Classification of Cyberbullying Posts: A Recurrent Neural Network Approach Using Under-Sampling and Class Weighting

    Agarwal, A., Chivukula, A. S., Bhuyan, M. H., Jan, T., Narayan, B. & Prasad, M., 2020, Neural Information Processing - 27th International Conference, ICONIP 2020, Proceedings. Yang, H., Pasupa, K., Leung, A.C.-S., Kwok, J. T., Chan, J. H. & King, I. (eds.). Springer Science and Business Media Deutschland GmbH, p. 113-120 8 p. (Communications in Computer and Information Science; vol. 1333).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    13 Citations (Scopus)

  • Visualization Approach for Malware Classification with ResNeXt

    Go, J. H., Jan, T., Mohanty, M., Patel, O. P., Puthal, D. & Prasad, M., Jul 2020, 2020 IEEE Congress on Evolutionary Computation, CEC 2020 - Conference Proceedings. Institute of Electrical and Electronics Engineers Inc., 9185490. (2020 IEEE Congress on Evolutionary Computation, CEC 2020 - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    35 Citations (Scopus)
  • 2019

    Ada-boosted locally enhanced probabilistic neural network for IoT intrusion detection

    Jan, T., 2019, Complex, Intelligent, and Software Intensive Systems - Proceedings of the 12th International Conference on Complex, Intelligent, and Software Intensive Systems CISIS-2018. Barolli, L., Ikeda, M., Takizawa, M. & Javaid, N. (eds.). Springer Verlag, p. 583-589 7 p. (Advances in Intelligent Systems and Computing; vol. 772).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    6 Citations (Scopus)

  • Big Data Analytics for Electricity Price Forecast

    Yousefi, A., Ameri Sianaki, O. & Jan, T., 2019, Web, Artificial Intelligence and Network Applications - Proceedings of the Workshops of the 33rd International Conference on Advanced Information Networking and Applications WAINA-2019. Xhafa, F., Takizawa, M., Barolli, L. & Enokido, T. (eds.). Springer Verlag, p. 915-922 8 p. (Advances in Intelligent Systems and Computing; vol. 927).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    5 Citations (Scopus)

  • Ensemble of Semi-Parametric Models for IoT Fog Modeling

    Jan, T., Iranmanesh, S. & Sajeev, A. S. M., Dec 2019, 2019 IEEE Symposium Series on Computational Intelligence, SSCI 2019. Institute of Electrical and Electronics Engineers Inc., p. 2995-2998 4 p. 9003089. (2019 IEEE Symposium Series on Computational Intelligence, SSCI 2019).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)
  • 2018

    Boosted probabilistic neural network for IoT data classification

    Jan, T. & Sajeev, A. S. M., 26 Oct 2018, Proceedings - IEEE 16th International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018. Institute of Electrical and Electronics Engineers Inc., p. 408-411 4 p. 8511925. (Proceedings - IEEE 16th International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    5 Citations (Scopus)

  • Ensemble of semi-supervised models for IoT resource scheduling and sharing

    Jan, T., 26 Oct 2018, Proceedings - IEEE 16th International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018. Institute of Electrical and Electronics Engineers Inc., p. 376-378 3 p. 8511916. (Proceedings - IEEE 16th International Conference on Dependable, Autonomic and Secure Computing, IEEE 16th International Conference on Pervasive Intelligence and Computing, IEEE 4th International Conference on Big Data Intelligence and Computing and IEEE 3rd Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2018).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2008

    Adaptive multiple experts system for personal identification using facial behaviour biometrics

    Tsai, P., Tich, P. T., Hintz, T. & Jan, T., 2008, Proceedings of the 2008 IEEE 10th Workshop on Multimedia Signal Processing, MMSP 2008. p. 660-665 6 p. 4665158. (Proceedings of the 2008 IEEE 10th Workshop on Multimedia Signal Processing, MMSP 2008).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • A multi-expert classification framework with transferable voting for Intrusion Detection

    Tran, T. P., Tsai, P. & Jan, T., 2008, Proceedings - 7th International Conference on Machine Learning and Applications, ICMLA 2008. p. 877-882 6 p. 4725085. (Proceedings - 7th International Conference on Machine Learning and Applications, ICMLA 2008).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • An adjustable combination of linear regression and modified probabilistic neural network for anti-spam filtering

    Tran, T. P., Tsai, P. & Jan, T., 2008, 2008 19th International Conference on Pattern Recognition, ICPR 2008. Institute of Electrical and Electronics Engineers Inc., 4761358. (Proceedings - International Conference on Pattern Recognition).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    7 Citations (Scopus)

  • An evaluation of bi-modal facial appearance+facial expression face biometrics

    Tsai, P., Tran, T. P., Hintz, T. & Jan, T., 2008, 2008 19th International Conference on Pattern Recognition, ICPR 2008. Institute of Electrical and Electronics Engineers Inc., 4761856. (Proceedings - International Conference on Pattern Recognition).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)
  • 2007

    A hierarchical VQSVM for imbalanced data sets

    Yu, T., Jan, T., Simoff, S. & Debenham, J., 2007, The 2007 International Joint Conference on Neural Networks, IJCNN 2007 Conference Proceedings. p. 518-523 6 p. 4371010. (IEEE International Conference on Neural Networks - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    14 Citations (Scopus)

  • Facial behavior as behavior biometrie? An empirical study

    Tsai, P., Hintz, T. & Jan, T., 2007, 2007 IEEE International Conference on Systems, Man, and Cybernetics, SMC 2007. p. 3917-3922 6 p. 4414085. (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    6 Citations (Scopus)

  • Kernel-based subspace analysis for face recognition

    Tsai, P., Jan, T. & Hintz, T., 2007, The 2007 International Joint Conference on Neural Networks, IJCNN 2007 Conference Proceedings. p. 1127-1132 6 p. 4371116. (IEEE International Conference on Neural Networks - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    6 Citations (Scopus)
  • 2006

    A multi-expert classification framework for network misuse detection

    Tich, P. T., Jan, T. & Simmonds, A. J., 2006, Proceedings of the 10th IASTED International Conference on Artificial Intelligence and Soft Computing, ASC 2006. p. 203-208 6 p. (Proceedings of the 10th IASTED International Conference on Artificial Intelligence and Soft Computing, ASC 2006).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • Boosted Modified Probabilistic Neural Network (BMPNN) for network intrusion detection

    Tran, T. P. & Jan, T., 2006, International Joint Conference on Neural Networks 2006, IJCNN '06. p. 2354-2361 8 p. 1716408. (IEEE International Conference on Neural Networks - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    10 Citations (Scopus)

  • Classify unexpected news impacts to stock price by incorporating time series analysis into support vector machine

    Yu, T., Jan, T., Debenham, J. & Simoff, S., 2006, International Joint Conference on Neural Networks 2006, IJCNN '06. p. 2993-2998 6 p. 1716505. (IEEE International Conference on Neural Networks - Conference Proceedings).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    4 Citations (Scopus)
  • 2005

    Boat-generated acoustic target signal detection by use of an Adaptive Median CFAR and multi-frame integration algorithm

    Cheng, E. D., Piccardi, M. & Jan, T., 2005, 13th European Signal Processing Conference, EUSIPCO 2005. p. 13-16 4 p. (13th European Signal Processing Conference, EUSIPCO 2005).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • Expression-invariant face recognition for small class problem

    Tsai, P. H., Jan, T. & Hintz, T., 2005, Proceedings of the 2005 IEEE International Conference on Computational Intelligence for Measurement Systems and Applications, CIMSA 2005. p. 193-197 5 p. 1522859. (Proceedings of the 2005 IEEE International Conference on Computational Intelligence for Measurement Systems and Applications, CIMSA 2005; vol. 2005).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)

  • Financial forecasting: Advanced machine learning techniques in stock market analysis

    Yoo, P. D., Kim, M. H. & Jan, T., 2005, 2005 Pakistan Section Multitopic Conference, INMIC. 4133435. (2005 Pakistan Section Multitopic Conference, INMIC).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    9 Citations (Scopus)

  • Incorporate domain knowledge into support vector machine to classify price impacts of unexpected news

    Yu, T., Jan, T., Debenham, J. & Simoff, S., 2005, AusDM 2005 Proc. - 4th Australasian Data Mining Conf. - Collocated with the 18th Australian Joint Conf. on Artificial Intelligence, AI 2005 and the 2nd Australian Conf. on Artificial Life, ACAL 2005. p. 1-11 11 p. (AusDM 2005 Proc. - 4th Australasian Data Mining Conf. - Collocated with the 18th Australian Joint Conf. on Artificial Intelligence, AI 2005 and the 2nd Australian Conf. on Artifical Life, ACAL 2005).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)

  • Machine learning techniques and use of event information for stock market prediction: A survey and evaluation

    Yoo, P. D., Kim, M. H. & Jan, T., 2005, Proceedings - International Conference on Computational Intelligence for Modelling, Control and Automation, CIMCA 2005 and International Conference on Intelligent Agents, Web Technologies and Interne. p. 835-841 7 p. 1631572. (Proceedings - International Conference on Computational Intelligence for Modelling, Control and Automation, CIMCA 2005 and International Conference on Intelligent Agents, Web Technologies and Internet; vol. 2).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    99 Citations (Scopus)

  • Vector quantized radial basis function neural network with embedded multiple local linear models for financial prediction

    Jan, T. & Kim, M., 2005, Proceedings of the International Joint Conference on Neural Networks, IJCNN 2005. p. 2538-2543 6 p. 1556302. (Proceedings of the International Joint Conference on Neural Networks; vol. 4).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    1 Citation (Scopus)
  • 2004

    Efficient video object classifier using locality-enhanced support vector machines

    Jan, T., Tsai, P. H., Piccardi, M. & Hintz, T., 2004, 2004 IEEE International Conference on Systems, Man and Cybernetics, SMC 2004. p. 6373-6377 5 p. (Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics; vol. 7).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)

  • Financial prediction using modified probabilistic learning network with embedded local linear models

    Jan, T., Yu, T., Debenham, J. & Simoff, S., 2004, 2004 IEEE International Conference on Computational Intelligence for Measurement Systems and Applications, CIMSA. p. 81-84 4 p. (2004 IEEE International Conference on Computational Intelligence for Measurements Systems and Applications, CIMSA).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    2 Citations (Scopus)

  • Neural network based threat assessment for automated visual surveillance

    Jan, T., 2004, 2004 IEEE International Joint Conference on Neural Networks - Proceedings. p. 1309-1312 4 p. (IEEE International Conference on Neural Networks - Conference Proceedings; vol. 2).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    41 Citations (Scopus)

  • Stochastic boats generated acoustic target signal detection in time-frequency domain

    Cheng, E. D., Piccardi, M. & Jan, T., 2004, Proceedings of the Fourth IEEE International Symposium on Signal Processing and Information Technology. p. 429-432 4 p. (Proceedings of the Fourth IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2004).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    4 Citations (Scopus)

  • Video object encoder using selective local-space support vector machines

    Tsai, P. H., Jan, T. & Gunes, H., 2004, 2004 IEEE 6th Workshop on Multimedia Signal Processing. p. 427-429 3 p. (2004 IEEE 6th Workshop on Multimedia Signal Processing).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2003

    Combining analytic models with neural networks

    Jan, T., 2003, Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003. Institute of Electrical and Electronics Engineers Inc., p. 605-608 4 p. 1341193. (Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • Neural network classifiers for automated video surveillance

    Jan, T., Piccardi, M. & Hintz, T., 2003, 2003 IEEE 13th Workshop on Neural Networks for Signal Processing, NNSP 2003. Institute of Electrical and Electronics Engineers Inc., p. 729-738 10 p. 1318072. (Neural Networks for Signal Processing - Proceedings of the IEEE Workshop; vol. 2003-January).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

    4 Citations (Scopus)

  • Video object encoder using region-of-interest based neural network classifiers

    Jan, T., 2003, Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003. Institute of Electrical and Electronics Engineers Inc., p. 263-266 4 p. 1341110. (Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, ISSPIT 2003).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

  • 2000

    Separation of signals with overlapping spectra using signal characterisation and hyperspace filtering

    Jan, T., Zaknich, A. & Attikiouzel, Y., 2000, IEEE 2000 Adaptive Systems for Signal Processing, Communications, and Control Symposium, AS-SPCC 2000. Institute of Electrical and Electronics Engineers Inc., p. 327-332 6 p. 882494. (IEEE 2000 Adaptive Systems for Signal Processing, Communications, and Control Symposium, AS-SPCC 2000).

    Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review