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Zhao, Li ORCID: 0000-0003-3536-3664 and Shi, Peng ORCID: 0000-0001-8218-586X (2020) Machine Learning assisted aggregation schemes for optical cross-connect in hybrid electrical/optical data center networks. OSA Continuum, 3 (9). pp. 2573-2590. ISSN 2578-7519

Zhou, Wanyi, Xiao, Xiaolin ORCID: 0000-0001-8827-3991, Gong, Yue-Jiao ORCID: 0000-0002-5648-1160, Chen, Jia, Fang, Jun, Tan, Naiqiang, Ma, Nan, Li, Qun, Hua, Chai, Jeon, SW ORCID: 0000-0002-0199-2254 and Zhang, Jun ORCID: 0000-0003-4148-4294 (2023) Travel Time Distribution Estimation by Learning Representations Over Temporal Attributed Graphs. IEEE Transactions on Intelligent Transportation Systems, 24 (5). pp. 5069-5081. ISSN 1524-9050

Zhou, W ORCID: 0000-0003-3867-8557, Sun, Yuqing ORCID: 0000-0003-1260-6563, Zhang, Xin ORCID: 0000-0002-8970-9432 and Shi, Peng ORCID: 0000-0001-8218-586X (2022) Cluster Synchronization of Coupled Neural Networks With Lévy Noise via Event-Triggered Pinning Control. IEEE Transactions on Neural Networks and Learning Systems, 33 (11). pp. 6144-6157. ISSN 2162-237X

Zhu, Jiajian, Feng, Yue, Liu, Qichao, Xu, Hong ORCID: 0000-0002-2968-9804, Miao, Yuan ORCID: 0000-0002-6712-3465, Lin, Zhuosheng, Li, Jia, Liu, Huilin, Xu, Ying and Li, Fufeng (2024) An Improved ConvNeXt with Multimodal Transformer for Physiological Signal Classification. IEEE Access. ISSN 2169-3536

Book

Kumar, A, Jain, R, Gupta, Meenu ORCID: 0000-0001-7366-0841 and Islam, Sardar M. N ORCID: 0000-0001-9451-7390, eds. (2023) 6G-Enabled IoT and AI for Smart Healthcare: Challenges, Impact, and Analysis. Artificial Intelligence in Smart Healthcare Systems . CRC Press, Boca Raton.

Hussain, Walayat ORCID: 0000-0003-0610-4006, Gao, Honghao ORCID: 0000-0001-6861-9684, Rabhi, Fethi ORCID: 0000-0001-8934-6259 and Martinez, Luis ORCID: 0000-0003-4245-8813, eds. (2023) Advances in Complex Decision Making: Using Machine Learning and Tools for Service-Oriented Computing. CRC Press.

Ulhaq, Anwaar and Gomes, Douglas Pinto Sampaio, eds. (2022) Advances in Object and Activity Detection in Remote Sensing Imagery. Remote Sensing . MDPI.

Haque, Ahteshamul, Kalam, Akhtar ORCID: 0000-0002-5933-6380 and Sharma, Himanshu, eds. (2024) Smart Cities: Power Electronics, Renewable Energy, and Internet of Things. CRC Press.

Book Section

Alvi, Ashik Mostafa ORCID: 0000-0001-7898-2030, Siuly, Siuly ORCID: 0000-0003-2491-0546, De Cola, Maria Cristina and Wang, Hua ORCID: 0000-0002-8465-0996 (2022) DRAM-Net: A Deep Residual Alzheimer’s Diseases and Mild Cognitive Impairment Detection Network Using EEG Data. In: Health Information Science: 11th International Conference, HIS 2022, Virtual Event, October 28–30, 2022, Proceedings. Traina, A, Wang, H, Zhang, Y, Siuly, S, Zhou, R and Chen, L, eds. Springer, Cham, pp. 42-53.

Alvi, Ashik Mostafa ORCID: 0000-0001-7898-2030, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Wang, Hua ORCID: 0000-0002-8465-0996 (2022) Challenges in Electroencephalography Data Processing Using Machine Learning Approaches. In: Databases Theory and Applications: 33rd Australasian Database Conference, ADC 2022 Sydney, NSW, Australia, September 2–4, 2022 Proceedings. Hua, W, Wang, H and Li, L, eds. Lecture Notes in Computer Science, 13459 . Springer, Cham, Switzerland, pp. 177-184.

Arora, Teena, Balasubramanian, Venki, Stranieri, Andrew, Shenhan, Mai, Buyya, Rajkumar and Islam, Sardar M. N ORCID: 0000-0001-9451-7390 (2023) Classification of methods to reduce clinical alarm signals for remote patient monitoring: A critical review. In: Cloud Computing in Medical Imaging. El-Baz, A and Suri, J, eds. CRC Press, Boca Raton, FL, pp. 173-194.

Liu, Yanjun ORCID: 0009-0005-7275-5204, Luo, Daizhong ORCID: 0009-0005-1108-9084, Wang, Kate ORCID: 0000-0001-5208-1090 and Yin, Jiao ORCID: 0000-0002-0269-2624 (2023) Unveiling the Pandemic’s Impact: A Dataset for Probing COVID-19’s Effects on E-Learning Activities and Academic Performance. In: Health Information Science: 12th International Conference, HIS 2023, Melbourne, VIC, Australia, October 23–24, 2023, Proceedings. Li, Y, Huang, Z, Sharma, M, Chen, L and Zhou, R, eds. Lecture Notes in Computer Science, 14305 . Springer, Singapore, pp. 149-160.

Sarmadi, Ali, Hassanzadeganroudsari, Majid ORCID: 0000-0002-3241-6444 and Soltani, Majid (2023) Artificial Intelligence and Machine Learning Applications in Vaccine Development. In: Bioinformatics Tools for Pharmaceutical Drug Product Development. Chavda, V, Anand, K and Apostolopoulos, V, eds. Wiley, pp. 233-253.

Shao, Shuyi, Chen, Mou ORCID: 0000-0001-7158-8575 and Shi, Peng ORCID: 0000-0001-8218-586X (2021) Discrete-Time Control for Uncertain UAV System Based on SMDO and NN. In: Robust Discrete-Time Flight Control of UAV with External Disturbances. Studies in Systems, Decision and Control, 317 . Springer, pp. 119-149.

Singh, Ameesh, Gupta, Harsh, Swathika, OV Gnana, Karthikeyan, Aayush and Kalam, Akhtar ORCID: 0000-0002-5933-6380 (2023) IoT- Based Power Theft Detection Mini Review. In: IoT and Analytics in Renewable Energy Systems (Volume 2): AI, ML and IoT Deployment in Sustainable Smart Cities. Swathika, OVG, Karthikeyan, K and Padmanaban, S, eds. CRC Press, Boca Raton, FL, pp. 205-213.

Xiao, Fan ORCID: 0009-0007-0517-173X, Hong, Wei ORCID: 0000-0003-2833-9228, Yin, Jiao ORCID: 0000-0002-0269-2624, Wang, Hua ORCID: 0000-0002-8465-0996, Cao, Jinli ORCID: 0000-0002-0221-6361 and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2024) A Study on Historical Behaviour Enabled Insider Threat Prediction. In: Web and Big Data: 7th International Joint Conference, APWeb-WAIM 2023 Wuhan, China, October 6–8, 2023, Proceedings, Part III. Song, X, Feng, R, Chen, Y, Li, J and Min, G, eds. Lecture Notes in Computer Science, 14333 . Springer, pp. 464-476.

Xu, Tianbo ORCID: 0000-0002-7953-3736, Sun, Le ORCID: 0000-0002-4221-0327, Subramani, Sudha ORCID: 0000-0002-8102-0278 and Wang, Yilin ORCID: 0000-0001-8691-3019 (2022) Intelligent Interpretation and Classification of Multivariate Medical Time Series Based on Convolutional Neural Networks. In: Health Information Science. Traina, A, Wang, H, Zhang, Y, Siuly, S, Zhou, R and Chen, L, eds. Lecture Notes in Computer Science, 13705 . Springer, pp. 291-302.

Conference or Workshop Item

Alvi, Ashik Mostafa ORCID: 0000-0001-7898-2030, Siuly, Siuly ORCID: 0000-0003-2491-0546 and Wang, Hua ORCID: 0000-0002-8465-0996 (2021) Developing a Deep Learning Based Approach for Anomalies Detection from EEG Data. In: 22nd International Conference on Web Information Systems Engineering, WISE 2021, 26-29 Oct 2021, Melbourne, Australia.

Ameri Sianaki, Omid ORCID: 0000-0001-8289-3452, Yousefi, Ashkan, Rajabian Tabesh, Azadeh and Mahdavi, Mehregan (2018) Internet of Everything and Machine Learning Applications: Issues and Challenges. In: 32nd International Conference on Advanced Information Networking and Applications (IEEE WAINA), 16 May 2018 - 18 May 2018, Krakow, Poland.

Cao, Xi, Ge, Yong-Feng ORCID: 0000-0002-5955-6295 and Lin, Ying ORCID: 0000-0003-4141-1490 (2023) Constructing Multi-constrained Cognitive Diagnostic Tests: An Improved Ant Colony Optimization Algorithm. In: Health Information Science 12th International Conference, HIS 2023, 23-24 Oct 2023, Melbourne, Australia.

Dawoud, Ahmed, Sianaki, Omid ORCID: 0000-0001-8289-3452, Shahristani, Seyed and Raun, Chun (2021) Internet of Things Intrusion Detection: A Deep Learning Approach. In: IEEE Symposium Series on Computational Intelligence (IEEE SSCI), 1 Dec 2020 - 4 Dec 2020, Canberra, Australia.

Ding, Dawei, Zhang, Xiuyin, Zhang, Jun ORCID: 0000-0001-7835-9871, Cao, Yunfei, Bai, Jin Liang and Yan, Jun (2019) Multiobjective Optimization of Microwave Circuits with Many Structural Parameters and Objectives. In: International Conference on Microwave and Millimeter Wave Technology (ICMMT), 19 May 2019 - 22 May 2019, Guangzhou, China.

Ghahramani, Atousa and Prokofieva, Maria ORCID: 0000-0003-1974-3827 (2021) Visualisation for social media analytics: landscape of R packages. In: 25th International Conference Information Visualisation, 5 Jul 2021 - 7 Jul 2021, Sydney, Australia.

Gomes, Douglas Pinto Sampaio ORCID: 0000-0003-2610-0678, Ulhaq, Anwaar ORCID: 0000-0002-5145-7276, Paul, Manoranjan ORCID: 0000-0001-6870-5056, Horry, Michael J ORCID: 0000-0001-6691-9739, Chakraborty, Subrata ORCID: 0000-0002-0102-5424, Saha, Manas ORCID: 0000-0003-1677-9867, Debnath, Tanmoy and Rahaman, DM Motiur (2021) Features Of ICU Admission In X-Ray Images Of Covid-19 Patients. In: IEEE International Conference on Image Processing (ICIP), 19 Sep 2021 - 22 Sep 2021, ELECTR Network.

Gupta, Eeshita, Verma, Devansh, Bhardwaj, Shivam and Islam, Sardar M. N ORCID: 0000-0001-9451-7390 (2023) Detection of Open Metal Sites in Metal–Organic Frameworks Using Machine Learning. In: International Conference on Innovative Computing and Communications, 17 - 18 Feb, 2023, Delhi, India.

Halabi-Echeverry, AX ORCID: 0000-0002-8862-1543, Aldana-Bernal, JC, Villate-Daza, D and Islam, Sardar M. N ORCID: 0000-0001-9451-7390 (2021) Towards Business Process Intelligence to Port2Port Governance Responsibility based on Learning Algorithms. In: CITISIA 2021, 24 Nov 2021 - 26 Nov 2021, Sydney, Australia.

Han, Weiguang, Peng, Min, Xie, Qianqian, Zhang, Xiuzhen and Wang, Hua ORCID: 0000-0002-8465-0996 (2020) MSReNet: Multi-step Reformulation for Open-Domain Question Answering. In: CCF International Conference on Natural Language Processing and Chinese Computing, 13 October 2021- 17 October 2021, Qingdao, China.

Jiang, Kun, Liang, Shen, Meng, Lingxiao, Zhang, Yanchun ORCID: 0000-0002-5094-5980, Wang, Peng and Wang, Wei (2020) A Two-level Attention-based Sequence-to-Sequence Model for Accurate Inter-patient Arrhythmia Detection. In: IEEE BIBM 2020, 16 Dec 2020 - 19 Dec 2020, Seoul, Korea.

Lestari, Nur Indah, Hussain, Walayat ORCID: 0000-0003-0610-4006, Merigó, Jose M ORCID: 0000-0002-4672-6961 and Bekhit, Mahmoud ORCID: 0000-0002-8115-4233 (2023) A Survey of Trendy Financial Sector Applications of Machine and Deep Learning. In: Second EAI International Conference, BigIoT-EDU 2022, 29-31 July 2022, Virtual.

Li, Bo ORCID: 0000-0002-3226-388X, Tian, Rongqiang, Yu, Guangjin, Wen, Ruohan, Mu, Xiaoqian and Liu, Yuan (2023) Design of Handwritten Recognition System based on Convolutional Neural Network. In: 2023 IEEE International Conference on Memristive Computing and Applications (ICMCA), 8 Dec 2023 - 10 Dec 2023, China.

Marapelli, B, Carie, A and Islam, Sardar M. N ORCID: 0000-0001-9451-7390 (2020) RNN-CNN MODEL: A bi-directional long short-term memory deep learning network for story point estimation. In: Conference on Innovative Technologies in Intelligent Systems and Industrial Applications (CITISIA 2020), 25 Nov 2020 - 27 Nov 2020.

Marapelli, B, Carie, A and Islam, Sardar M. N ORCID: 0000-0001-9451-7390 (2021) Software Effort Estimation with Use Case Points Using Ensemble Machine Learning Models. In: ICECET 2021, 9 Dec 2021 - 10 Dec 2021, Cape Town, South Africa.

Purarjomandlangrudi, Afrooz ORCID: 0000-0003-3028-1408, Nourbakhsh, Ghavameddin, Ghaemmaghami, Houman and Tan, Andy (2015) Application of anomaly technique in wind turbine bearing fault detection. In: IECON 2014 - 40th Annual Conference of the IEEE Industrial Electronics Society, 29 Oct - 1 Nov 2014, Texas, USA.

Rakshit, P, Sarkar, S, Khan, S, Saha, P, Bhattacharyya, S, Dey, N, Islam, Sardar M. N ORCID: 0000-0001-9451-7390 and Pal, S (2021) Prediction of Forest Fire Using Machine Learning Algorithms: The Search for the Better Algorithm. In: CITISIA 2021, 24 Nov 2021 - 26 Nov 2021, Sydney, Australia.

Rashid, Mahmood ORCID: 0000-0003-3347-2381 and Paliwal, Kuldip K (2023) Single Sequence Based Feature Engineering for Convolutional Neural Networks Towards RNA Contact Map Prediction. In: 2023 IEEE Asia-Pacific Conference on Computer Science and Data Engineering (CSDE 2023), 4 Dec 2023 - 6 Dec 2023, Nadi, Fiji.

Raza, Muhammad Raheel, Hussain, Walayat ORCID: 0000-0003-0610-4006 and Varol, Asaf (2022) Performance Analysis of Deep Approaches on Airbnb Sentiment Reviews. In: 2022 10th International Symposium on Digital Forensics and Security (ISDFS), 6 Jun 2022 - 7 Jun 2022, Istanbul, Turkey.

Sadiq, Muhammad Tariq ORCID: 0000-0002-7410-5951, Siuly, Siuly ORCID: 0000-0003-2491-0546, Li, Yan and Wen, Paul (2023) A Comprehensive Approach for Enhancing Motor Imagery EEG Classification in BCI’s. In: Health Information Science 12th International Conference, HIS 2023, 23-24 Oct 2023, Melbourne, Australia.

Sadiq, Muhammad Tariq ORCID: 0000-0002-7410-5951, Siuly, Siuly ORCID: 0000-0003-2491-0546, Ur Rehman, Ateeq and Wang, Hua ORCID: 0000-0002-8465-0996 (2021) Auto-correlation based feature extraction approach for EEG alcoholism identification. In: 10th International Conference on Health Information Science (HIS), 25-28 Oct 2021, Melbourne, Australia.

Sandhu, Ramandeep, Bhasin, Chandani, Faiz, Mohammad and Islam, Sardar M. N ORCID: 0000-0001-9451-7390 (2023) Managing E-Reviews: A Performance Enhancement Technique Using Deep Learning. In: SmartTechCon 2023, 18 Aug 2023 - 19 Aug 2023, Singapore.

Sin, Audrey, Islam, Sardar M. N ORCID: 0000-0001-9451-7390, Prentice, Catherine and Xia, Feng (2022) SEeMS: Advanced Artificial Neural Networks for Employee Learning Motivation Prediction. In: 7th International Conference for Convergence in Technology (I2CT 2022), 7 Apr 2022 - 9 Apr 2022, Pune, India.

Thakur, Narina, Jain, Rachna, Mahajan, Ashee and Islam, Sardar M. N ORCID: 0000-0001-9451-7390 (2022) Deep Neural Network based Data Analysis and Price Prediction framework for Rio de Janeiro Airbnb. In: 7th International Conference for Convergence in Technology (I2CT 2022), 7 Apr 2022 - 9 Apr 2022, Pune, India.

Wang, Jialin, Liang, Shen, He, Dake, Wang, Ye, Wu, Yingpei and Zhang, Yanchun ORCID: 0000-0002-5094-5980 (2020) A Sequential Graph Convolutional Network with Frequency-domain Complex Network of EEG Signals for Epilepsy Detection. In: IEEE BIBM 2020, 16 Dec 2020 - 19 Dec 2020, Seoul, Korea.

Wang, Kun, Li, Ang, Wang, Xiaokun and Sun, Lili (2023) Study on Credit Risk Control by Variational Inference. In: Web Information Systems Engineering – WISE 2023, 25-27 Oct 2023, Melbourne, Australia.

Xie, Qianqian, Peng, Min, Huang, Jimin, Wang, Bin and Wang, Hua ORCID: 0000-0002-8465-0996 (2019) Discriminative Regularization with Conditional Generative Adversarial Nets for Semi-Supervised Learning. In: IJCNN 2019, 14 Jul 2019 - 19 Jul 2019, Budapest, Hungary.

Yousefi, Ashkan, Ameri Sianaki, Omid ORCID: 0000-0001-8289-3452 and Jan, Tony (2019) Big Data Analytics for Electricity Price Forecast. In: 33rd International Conference on Advanced Information Networking and Applications (WAINA-2019), 27 March 2019 - 29 March 2019, Matsue, Japan.

Zheng, SY, Xiang, BJ, Zhang, XY and Zhang, Jun ORCID: 0000-0001-7835-9871 (2019) Differential Evolution Optimization Algorithm for Antenna Designs with Mixed Discrete-Continuous Variables. In: International Conference on Microwave and Millimeter Wave Technology (ICMMT), 19 May 2019 - 22 May 2019, Guangzhou, China.

Thesis

Alvi, Ashik Mostafa (2023) Efficient Detection of Mild Cognitive Impairment and Alzheimer’s Disease from Brain Signal Data. PhD thesis, Victoria University.

Kou, Jiaying (2022) Analysing Housing Price in Australia with Data Science Methods. PhD thesis, Victoria University.

Manoharan, Phavithra (2024) Supervised Learning for Insider Threat Detection. PhD thesis, Victoria University.

Sama, Lakshit (2022) Network Intrusion Detection using Deep Learning. Research Master thesis, Victoria University.

Sin, Audrey (2022) Employee Motivation To Learn: An Innovative Hybrid Approach By Combining Traditional And Machine Learning Methods. Other Degree thesis, Victoria University.

Sultana, Khadija (2022) Elastic Optimization for Stragglers in Edge Federated Learning. Research Master thesis, Victoria University.

Wang, Kun (2023) Study on loan risk control by Markov chain and variational method. Research Master thesis, Victoria University.

You, Mingshan (2022) An Adaptive Machine Learning Framework for Access Control Decision Making. Research Master thesis, Victoria University.