Staff Profile

School of Science and Technology People Key Staff Staff Profile
Dr. Fu Yaru 付雅茹博士
PhD CityU
MIEEE
Assistant Professor
School of Science and Technology

Biography

Dr. Yaru Fu received her Ph.D in Electronic Engineering from City University of Hong Kong (CityU) in 2018. Then, she joined in the Institute of Network Coding (INC), The Chinese University of Hong Kong (CUHK) as a Postdoc Research Assistant. From Sep. 2018 to Jun. 2020, she served as a Research Fellow in Singapore University of Technology and Design. From Feb. 2016 to May. 2016, she was a visiting researcher in Telecom Paris and Laboratory of Information, Networking and Communication Sciences (Lincs). She was also a visiting researcher with Nokia Bell Labs, France. She is currently serving as an Associate Editor for the IEEE Internet of Things Journal, the IEEE Wireless Communications Letters, the IEEE Networking Letters, and the Springer Nature Computer Science. She also serves as a Review Editor for the Frontiers in Communications & Networks and a Guest Editor for the Space: Science & Technology. She was honored with the 2014 Outstanding Academic Performance Award for Research Degree Students (non-local UGC-funded students), 2015 CityU Research Tuition Scholarship, 2021 Katie Shu Sui Pui Charitable Trust - Outstanding Research Publication Award (Gold Prize), 2022 Best Editor Award for IEEE Wireless Communications Letters, 2022 Katie Shu Sui Pui Charitable Trust - Excellent Research Publication Award, and 2023 Exemplary Reviewer for the IEEE Transactions on Communications (fewer than 5%). Furthermore, she is the member of School Research Degree Committee and the Head of the Center for Research in Advanced Network Technologies (CRANT). She was listed on the World's Top 2% Scientists 2021 ranking by Stanford University in the United States.

I am looking for students who are interested in applying for PhD programs, Research Assistant positions, or Research Associate positions. Please feel free to contact me if you are interested.

Teaching Areas & Research Interests

  • Intelligent Communications and Networking
  • Machine Learning
  • Edge Caching and Edge Computing

Academic & Professional Experience

Journal Editors

  • Associate Editor: IEEE Internet of Things Journal
  • Associate Editor: IEEE Wireless Communications Letters
  • Associate Editor: IEEE Networking Letters
  • Associate Editor: Springer Nature Computer Science
  • Guest Editor: Space: Science & Technology 

External Reviewer for Proposal

  • Future Communications R&D Programme (FCP), Infocomm Media Development Authority of Singapore (IMDA), 2022
  • Future Communications R&D Programme (FCP), Infocomm Media Development Authority of Singapore (IMDA), 2023
 

Selected Publications

Book Chapters

  • Y. Fu*, Z. Shi, and Tony Q. S. Quek, NOMA-aware Wireless Content Caching Networks, John Wiley & Sons, Inc., 2023.

Journal Articles

  • Y. Fu*, Y. Zhang, Q. Zhu, H.-N. Dai, M. Li, and Tony Q. S. Quek "A Study of Reliability-aware Wireless Edge Caching Networks (WECNs) with Bundle Recommendation," early access, IEEE Network, DOI: 10.1109/MNET.124.2200003, Mar. 2023. (JCR Q1, IF: 10.294)
  • Y. Hua, Y. Fu*, and Q. Zhu, "Latency Minimization for Advanced RSMA-Enabled Wireless Caching Networks", early access, IEEE Wireless Communications Letters, DOI: 10.1109/LWC.2023.3273225, May. 2023. (JCR Q1)
  • M. Song, H. Shan, Y. Fu. H. H. Yang, F. Hou, W. Wang, and Tony Q. S. Quek, "Joint User-Side Recommendation and D2D-Assisted Offloading for Caching-Enabled Cellular Networks with Mobility Consideration", early access, IEEE Transactions on Wireless Communications, DOI: 10.1109/TWC.2023.3258525, Mar. 2023. (JCR Q1)
  • H. Wang, Z. Shi, Y. Fu*, and R. Song, "Downlink Multi-IRS Aided NOMA System with Second-Order Reflection", early access, IEEE Wireless Communications Letters, Jan. 2023. DOI: 10.1109/LWC.2023.3257845. (JCR Q1)
  • Z. Shi, H. Wang, Y. Fu, X. Ye, G. Yang, and S. Ma, "Outage Performance and AoI Minimization of HARQ-IR-RIS Aided IoT Networks," IEEE Transactions on Communications, vol. 71, no. 3, pp. 1740-1754, Mar. 2023. (JCR Q1)
  • Y. Liu, Q. Wang, H. Dai, Y. Fu, N. Zhang, TLC Chung, "UAV-Assisted Wireless Backhaul Networks: Connectivity Analysis of Uplink Transmissions", early access, IEEE Transactions on Vehicular Technology, DOI: 10.1109/TVT.2023.3268025, April. 2023. (JCR Q1)
  • Y. Fu, J. Liu, J. Ke, JKT Chui, KKF Hung, "Optimal and Suboptimal Dynamic Cache Update Algorithms for Wireless Cellular Networks," IEEE Wireless Communications Letters, vol. 11, no. 12, pp. 2610-2614, Dec. 2022. (JCR Q1)
  • Y. Fu, Y. Zhang, Q. Zhu, M. Chen, and Tony Q. S. Quek, "Joint Content Caching, Recommendation, and Transmission Optimization for Next Generation Multiple Access Networks," IEEE Journal on Selected Areas in Communications, vol. 40, no. 5, pp. 1600-1614, May. 2022. (JCR Q1, CCF A)
  • M. Zhu, Y. Wang, X. Liu, S. Ma, X. Zhang, and Y. Fu, "Performance Analysis for Relay-aided Visible Light Communication System with Cooperative NOMA," IEEE Photonics Journal, Sep. 2022. DOI: 10.1109/JPHOT.2022.3204687
  • H. Wang, Z. Shi, Y. Fu, and R. Song, "Power Minimization for Uplink RIS-Empowered CoMP-NOMA System With GSIC," IEEE Transactions on Communications, vol. 70, no. 7, pp. 4559-4573, Jul. 2022. (JCR Q1)
  • H. Wang, Z. Shi, Y. Fu, and R. Song, "On Intelligent Reflecting Surface Assisted NOMA Uplinks with Imperfect SIC," IEEE Wireless Communications Letters, vol. 11, no. 7, pp. 1518-1522, Jul. 2022. (JCR Q2)
  • Z. Shi, H. Zhang, H. Wang, Y. Fu, G. Yang, X. Ye, and S. Ma, "Block Error Rate Analysis of Short-Packet Mobile-to-Mobile Communications Over Correlated Cascaded Fading Channels," IEEE Transactions on Vehicular Technology, vol. 71, no. 4, pp. 4087-4101, Apr. 2022. (JCR Q1)
  • Y. Fu, Y. Zhang, K.-Y. Wang, Tony Q. S. Quek, "Revenue Maximization: The Interplay Between Personalized Bundle Recommendation and Wireless Content Caching" to appear in IEEE Transactions on Mobile Computing, DOI: 10.1109/TMC.2022.3142809, Feb. 2022. (CCF A, JCR Q1)
  • Z. Yang, Y. Fu, Y. Liu, Y. Chen, and J. Zhang, "A New Look at AI-Driven NOMA-F-RANs: Features Extraction, Cooperative Caching, and Cache-Aided Computing", to appear in IEEE Wireless Communications Magazine, 2022. https://arxiv.org/abs/2112.01325 (CCF A, JCR Q1, IF: 11.39)
  • H Wang, C Liu, Z Shi, Y Fu, and R Song, "GSIC for RIS-Aided Uplink Multi-Antenna NOMA Systems", IEEE Communications Letters, vol. 26, no. 1, pp. 187-191, Jan. 2022.
  • H. H. Yang, Z. Liu, Y. Fu, Tony Q. S. Quek, and H. Vincent Poor, "Federated Stochastic Gradient Descent Begets Self-Inducted Momentum", ICASSP 2022 Special Session (Invited Paper), https://arxiv.org/abs/2202.08402.
  • Y. Fu, Q. Yu, Angus K. Y. Wong, Z. Shi, H. Wang, and Tony Q. S. Quek, "Exploiting Coding and Recommendation to Improve Cache Efficiency of Reliability-aware Wireless Edge Caching Networks," IEEE Transactions on Wireless Communications, vol. 20, no. 11, pp. 7243-7256, Nov. 2021. (JCR Q1 )
  • Z. Shi, H. Wang, Y. Fu, G. Yang, and F. Gao, "Outage Analysis of Reconfigurable Intelligent Surface Aided MIMO Communications With Statistical CSI," IEEE Transactions on Wireless Communications, July. 2021. DOI: 10.1109/TWC.2021.3099598 (SCI/EI, IF: 7.02, JCR Q1)
  • W. Zhan, X. Sun, X. Wang, Y. Fu, and Y. Li, "Performance Optimization for Massive Random Access of mMTC in Cellular Networks with Preamble Retransmission Limit," IEEE Transactions on Vehicular Technology, vol. 70, no. 9, pp. 8854-8867, Sep. 2021. (SCI/EI, JCR Q1)
  • Y. Fu, Z. Shi, J. Ke, H. Wang, Angus K. Y. Wong, and Tony Q. S. Quek, "Efficient Delay Minimization Algorithm for Cache-enabled NOMA Systems," IEEE Wireless Communications Letter, vol. 10, no. 8, pp. 1771-1775, Aug. 2021. (SEI/EI, JCR Q2)
  • H. Wang, Z. Shi, Y. Fu and R. Song, "Power Minimization for Two-Cell IRS-Aided NOMA Systems with Joint Detection," to appear in IEEE Communications Letters, 2022. (SEI/EI, JCR Q2)
  • Y. Hua, Y. Fu, and Q. Zhu, "On Cost Minimization for Cache-enabled D2D Networks with Recommendation", to appear in China Communications, 2022. (SCI/EI)
  • Y. Fu, Z. Yang, Tony Q. S. Quek, and H. Yang, "Towards Cost Minimization for Wireless Caching Networks with Recommendation and Uncharted Users' Feature Information," IEEE Transactions on Wireless Communications, vol. 20, no. 10, pp. 6758-6771, Oct. 2021. (SCI/EI, IF: 7.02, JCR Q1)
  • Y. Fu, L. Salaun, X. Yang, W. Wen, and Tony Q. S. Quek, "Caching Efficiency Maximization for Device-to-Device Communication Networks: A Recommend to Cache Approach,” IEEE Transactions on Wireless Communications, vol. 20, no. 10, pp. 6580-6594, Oct. 2021. (SCI/EI, IF: 7.02, JCR Q1)
  • Xiaolong Yang, Yaru Fu*, Wanli Wen, Tony Q. S. Quek, and Zesong Fei, "Mixed-Timescale Caching and Beamforming in Content Recommendation Aware Fog-RAN: A Latency Perspective," IEEE Transactions on Communications, vol. 69, no. 4, pp. 2427-2440, Apr. 2021. (SCI/EI, IF: 6.720, JCR Q1)
  • D. Kong, P. Liu, Y. Fu, and Tony Q. S. Quek, "Reduction of Cyclic Prefix Overhead in Narrow-Band Internet of Things (NB-IoT) Systems," IEEE Wireless Communications Letters, vol. 10, no. 3, pp. 517-521, Mar. 2021. (SEI/EI, JCR Q2)
  • Z. Shi, H. Wang, Y. Fu, G. Yang, S. Ma, and X. Ye, "On MIMO-NOMA Enhanced Small Cell Networks with Imperfect Channel-State Information," China Communications, vol. 18, no. 10, pp. 107-128, Oct. 2021. (SEI/EI)
  • H. Wang, C. Liu, Z. Shi, Y. Fu, and R. Song, "On the Design of High Power Efficiency Uplink MIMO-NOMA Systems: A STBC and Joint Detection Perspective," IEEE Transactions on Vehicular Technology, vol. 70, no. 1, pp. 627-638, Jan. 2021. (SCI/EI, JCR Q1)
  • Y. Wu, Q. D. Thinh, Y. Fu, C. Lin, and Tony Q. S. Quek, "A Hybrid DQN and Optimization Approach for Strategy and Resource Allocation in MEC Networks," IEEE Transactions on Wireless Communications, vol. 20, no. 7, pp. 4282-4295, Jul. 2021. (SCI/EI, IF: 7.02, JCR Q1)
  • Yaru Fu, Xiaolong Yang, Peng Yang, Angus K. Y. Wong, Zheng Shi, Hong Wang, Tony Q. S. Quek, "Energy-Efficient Offloading and Resource Allocation for Mobile Edge Computing Enabled Mission-Critical Internet-of-Things Systems," EURASIP Journal on Wireless Communications and Networking, vol. 1, no. 26, pp. 1-16, Feb. 2021. (SCI/EI, Invited Paper)
  • Y. Fu, Q. Yu, Tony Q. S. Quek and W. Wen, "Revenue Maximization for Content-oriented Wireless Caching Networks (CWCNs) with Repair and Recommendation Considerations," IEEE Transactions on Wireless Communications, vol. 20, no. 1, pp. 284-298, Jan. 2021. (SCI/EI, IF: 7.02, JCR Q1)
  • P. Yang, X. Xi, Y. Fu, Tony Q. S. Quek, X. Cao, and D. Wu, "Multicast eMBB and Bursty URLLC Service Multiplexing in a CoMP-Enabled RAN," IEEE Transactions on Wireless Communications, vol. 20, no. 5, pp. 3061-3077, May. 2021. (SCI/EI, IF: 7.02, JCR Q1)
  • H. Wang, C. Liu, Z. Shi, Y. Fu, and R. Song, "On Power Minimization for IRS-Aided Downlink NOMA Systems," IEEE Wireless Communications Letters, vol. 9, no. 11, pp. 1808-1811, Nov. 2020. (SEI/EI, JCR Q2)
  • Yaru Fu, Howard H. Yang, Khai Nguyen Doan, Chenxi Liu, Xijun Wang, and Tony Q. S. Quek, "Effective Cache-Enabled Wireless Networks: An Artificial Intelligence-and Recommendation-Oriented Framework," IEEE Vehicular Technology Magazine, vol. 16, no. 1, pp. 20-28, Mar. 2021. (SCI/EI, IF: 10.384, JCR Q1)
  • Hong Wang, Zheng Shi, Yaru Fu*, and Rongfang Song, "Outage Performance for NOMA-Aided Small Cell Networks With HARQ," IEEE Wireless Communications Letters, vol. 10, no. 1, pp. 72-76, Jan. 2021. (SCI/EI, IF:4.66, JCR Q2)
  • Yaru Fu, Yang Hong, Tony Q. S. Quek, Hong Wang, and Zheng Shi, "Scheduling Policies for Quantum Key Distribution Enabled Communication Networks," IEEE Wireless Communications Letters, vol. 9, no. 12, pp. 2126-2129, Dec. 2020. (SCI/EI, IF:4.66, JCR Q2)
  • Yaru Fu, Mingshan Zhang, Lou Salaun, Chi Wan Sung, and Chung Shue Chen, "Zero-forcing Oriented Power Minimization for Multi-cell MISO-NOMA Systems: A Joint User Grouping, Beamforming and Power Control Perspective," IEEE Journal on Selected Area in Communications, vol. 38, no. 8, pp. 1925-1940, Aug. 2020. (CCF A, 中科院一区, JCR Q1, IF: 11.42)
  • Y. Fu, K. N. Doan and Tony Q. S. Quek, "On Recommendation-aware Content Caching for 6G: An Artificial Intelligence and Optimization Empowered Paradigm," Digital Communications and Networks, vol. 6, no. 3, pp. 304-311, Aug. 2020. invited paper (SCI/EI, JCR Q1, IF: 6.797)
  • Wanli Wen, Chenxi Liu, Yaru Fu, Tony Q. S. Quek, Fu-Chun Zheng, and Shi Jin, "Enhancing Physical Layer Security of Random Caching in Large-Scale Multi-Antenna Heterogeneous Wireless Networks," IEEE Transactions on Information Forensics & Security, vol. 15, no. 1, pp. 2840-2855, Dec. 2020. (SCI/EI, 中科院一区, JCR Q1, IF: 7.178)
  • Zheng Shi, Guanghua Yang, Yaru Fu, Hong Wang, and Shaodan Ma, "Achievable Diversity Order of Downlink HARQ-aided NOMA Systems," IEEE Transactions on Vehicular Technology, vol. 69, no. 1, pp. 471-487, Jan. 2020. (SCI/EI, IF: 5.379, JCR Q1)
  • Zheng Shi, Hong Wang, Yaru Fu, Guanghua Yang, Shaodan Ma, Fen Hou, and Theodoros A. Tsiftsis, "Zero-Forcing Based Downlink Virtual MIMO-NOMA Communications in IoT Networks," IEEE Internet of Things Journal, vol. 7, no. 4, pp. 2716-2737, Apr. 2020. (SCI/EI, IF: 9.936, JCR Q1)
  • Yaru Fu, Wanli Wen, Zhongyuan Zhao, Tony Q. S. Quek, Fu-Chun Zheng, and Shi Jin, "Dynamic Power Control for NOMA Transmissions in Wireless Caching Networks," IEEE Wireless Communications Letters, vol. 8, no. 5, pp. 1485-1488, Oct. 2019. (SCI/EI, IF: 4.66, JCR Q2)
  • Hong Wang, Yaru Fu*, Zheng Shi, Rongfang Song, and Xinghua Sun, "Power Minimization Pre-coding in Uplink Multi-Antenna NOMA Systems with Jamming," IEEE Transactions on Green Communications and Networking, vol. 3, no. 3, pp. 591-602, Sep. 2019 (SCI/EI)
  • Wanli Wen, Yaru Fu, Tony Q. S. Quek, Fu-chun Zheng, Shi Jin, "Joint Uplink/Downlink Sub-channel, Bit and Time Allocation for Multi-access Edge Computing," IEEE Communications Letters, vol. 23, no. 10, pp. 1811-1815, Oct. 2019. (SCI/EI, IF: 4.419, JCR Q2)
  • Yaru Fu, Ye Liu, Hong Wang, Zheng Shi, and Yuanwei Liu, "Mode Selection Between Index Coding and Superposition Coding in Cache-based NOMA Networks," IEEE Communications Letters, vol. 23, no. 3, pp. 478-481, Mar. 2019. (SCI/EI, IF: 4.419, JCR Q2)
  • Yaru Fu, Lou Salaun, Chi Wan Sung, and Chung Shue Chen, "Subcarrier and Power Allocation for the Downlink of Multicarrier Non-orthogonal Multiple Access System," IEEE Transactions on Vehicular Technology, vol. 67, no. 2, pp. 11833-11847, Dec. 2018. (SCI/EI, IF: 5.379, JCR Q1)
  • Yaru Fu, Yang Hong, Lian-Kuan Chen, and Chi Wan Sung, "Enhanced Power Allocation for Sum Rate Maximization in OFDM-NOMA VLC Systems," IEEE Photonics Technology Letters, vol. 30, no. 13, pp. 1218-1221, Jul. 2018. (SCI/EI, IF: 2.89, JCR Q2)
  • Yaru Fu, Yi Chen, and Chi Wan Sung, "Distributed Power Control for the Downlink of Multi-cell NOMA Systems," IEEE Transactions on Wireless Communications, vol. 16, no. 9, pp. 6207-6220, Sep. 2017. (SCI/EI, JCR Q1, IF: 7.79)
  • Yaru Fu, and Qi Zhu, "Joint Optimization Methods for Nonconvex Resource Allocation Problems of Decode-and-forward Relay-based OFDM Networks," IEEE Transactions on Vehicular Technology, vol. 65, no. 7, pp. 4993-5006, Jul. 2016. (SCI/EI, IF: 5.379, JCR Q1)

Selected Professional & Community Services

  • Programmer Chair, International Conference on Smart Health Technology 2022 (ICSHT-2022); Programmer Chair, The 5th International Conference on Pattern Recognition and Artificial Intelligence (PRAI-2022); TPC Co-Chair, IEEE VTC 2022-fall Workshop on Edge Learning over 5G Mobile Networks and Beyond, 2022; Track Chair, IEEE Wireless Communications and Networking Conference (WCNC), 2022
  • TPC Member: 2023 IEEE CIC/ICCC, 2023 EuCNC & 6G Summit, 2023 IEEE Vehicular Technology Conference (VTC), 2023 IEEE Wireless Communications and Networking Conference (WCNC), IEEE Global Communications Conference (GLOBECOM), 2022; The EuCNC (European Conference on Networks and Communications) & 6G Summit, 2022; IEEE Vehicular Technology Conference (VTC), 2022; IEEE International Conference on Big Data Security on Cloud (BigDataSecurity), 2022; 2021 International Conference on Quantum Computing and Applications; The 22nd IEEE International Conference on Computational Science and Engineering; The 17th IEEE International Conference on Embedded and Ubiquitous Computing; The 5th IEEE International Conference on Edge Computing and Scalable Cloud; The 5th IEEE International Conference on Big Data Security and Privacy
  • Invited Talk: China University of Petroleum (East China), 30/09/2022; Guangdong University of Technology, 30/11/2021; Nanjing University of Posts and Telecommunications, 18/10/2019; Huazhong University of Science and Technology, 26/12/2019
  • Technical Reviewer: IEEE Network, IEEE WCM, IEEE JSAC, IEEE TSP, IEEE WCM, IEEE TSMC, IEEE TWC, IEEE TCOM, IEEE JSTSP, IEEE VTM, IEEE TGCN, IEEE IoTJ, IEEE WCL, IEEE CL

Further Information

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Modified Date: 21 Jul, 2023
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Jonathan Chiu
Marketing Director
3DP Technology Limited

Jonathan handles all external affairs include business development, patents write up and public relations. He is frequently interviewed by media and is considered a pioneer in 3D printing products.

Krutz Cheuk
Biomedical Engineer
Hong Kong Sanatorium & Hospital

After graduating from OUHK, Krutz obtained an M.Sc. in Engineering Management from CityU. He is now completing his second master degree, M.Sc. in Biomedical Engineering, at CUHK. Krutz has a wide range of working experience. He has been with Siemens, VTech, and PCCW.

Hugo Leung
Software and Hardware Engineer
Innovation Team Company Limited

Hugo Leung Wai-yin, who graduated from his four-year programme in 2015, won the Best Paper Award for his ‘intelligent pill-dispenser’ design at the Institute of Electrical and Electronics Engineering’s International Conference on Consumer Electronics – China 2015.

The pill-dispenser alerts patients via sound and LED flashes to pre-set dosage and time intervals. Unlike units currently on the market, Hugo’s design connects to any mobile phone globally. In explaining how it works, he said: ‘There are three layers in the portable pillbox. The lowest level is a controller with various devices which can be connected to mobile phones in remote locations. Patients are alerted by a sound alarm and flashes. Should they fail to follow their prescribed regime, data can be sent via SMS to relatives and friends for follow up.’ The pill-dispenser has four medicine slots, plus a back-up with a LED alert, topped by a 500ml water bottle. It took Hugo three months of research and coding to complete his design, but he feels it was worth all his time and effort.

Hugo’s public examination results were disappointing and he was at a loss about his future before enrolling at the OUHK, which he now realizes was a major turning point in his life. He is grateful for the OUHK’s learning environment, its industry links and the positive guidance and encouragement from his teachers. The University is now exploring the commercial potential of his design with a pharmaceutical company. He hopes that this will benefit the elderly and chronically ill, as well as the society at large.

Soon after completing his studies, Hugo joined an automation technology company as an assistant engineer. He is responsible for the design and development of automation devices. The target is to minimize human labor and increase the quality of products. He is developing products which are used in various sections, including healthcare, manufacturing and consumer electronics.

Course Code Title Credits
  COMP S321F Advanced Database and Data Warehousing 5
  COMP S333F Advanced Programming and AI Algorithms 5
  COMP S351F Software Project Management 5
  COMP S362F Concurrent and Network Programming 5
  COMP S363F Distributed Systems and Parallel Computing 5
  COMP S382F Data Mining and Analytics 5
  COMP S390F Creative Programming for Games 5
  COMP S492F Machine Learning 5
  ELEC S305F Computer Networking 5
  ELEC S348F IOT Security 5
  ELEC S371F Digital Forensics 5
  ELEC S431F Blockchain Technologies 5
  ELEC S425F Computer and Network Security 5
 Course CodeTitleCredits
 ELEC S201FBasic Electronics5
 IT S290FHuman Computer Interaction & User Experience Design5
 STAT S251FStatistical Data Analysis5
 Course CodeTitleCredits
 COMPS333FAdvanced Programming and AI Algorithms5
 COMPS362FConcurrent and Network Programming5
 COMPS363FDistributed Systems and Parallel Computing5
 COMPS380FWeb Applications: Design and Development5
 COMPS381FServer-side Technologies and Cloud Computing5
 COMPS382FData Mining and Analytics5
 COMPS390FCreative Programming for Games5
 COMPS413FApplication Design and Development for Mobile Devices5
 COMPS492FMachine Learning5
 ELECS305FComputer Networking5
 ELECS363FAdvanced Computer Design5
 ELECS425FComputer and Network Security5