Mandy Qi

Mandy is a Reader in the Department of Computing at Canterbury Christ Church University.

She has been working in the Department since 2005. Prior to that, she was a Research Associate in the Department of Computer Science, University of Bath and a Post-doctoral Research Assistant in the Department of Electronic, Electrical and Computer Engineering at University of Portsmouth.

Mandy has been involved in teaching in Fundamentals of Computing, E-Commerce, Computer Law and Ethics, HCI etc. She is a fellow of HEA and BCS. Since 2000, she has worked on a number of UK and EU projects. Her research interests include cybercrime and computer forensics, intelligent computing, network application and human computer interaction.

A Virtual Reality-enabled Framework to Promote the Use of Foresight Innovation Between Universities and Business. Researcher(s): Mr Gareth Ward. Supervisor(s): Dr Mandy Qi, Professor Anne Nortcliffe. [Postgraduate Research Project]
Advancing IoT Security and Privacy: Federated Learning Strategies for Smart Environments. Researcher(s): Mr Victor Obarafor. Supervisor(s): Dr Mandy Qi, Dr Leishi Zhang. [Postgraduate Research Project]
Digital Transition in Healthcare from Covid-19: Impacts and Models. Researcher(s): Miss Rosa Aparicio Nogues. Supervisor(s): Dr Mandy Qi, Dr Scott Turner. [Postgraduate Research Project]
Doctoral Research Project. Researcher(s): Mr Chris Bamber. Supervisor(s): Dr Mandy Qi, Dr Abhaya Induruwa. [Postgraduate Research Project (past)]
Doctoral Research Project. Researcher(s): Miss Cara Brennan. Supervisor(s): Dr Mandy Qi, Dr Abhaya Induruwa. [Postgraduate Research Project (past)]
Enhancing cybersecurity effectiveness. Researcher(s): Mr Saheed Jimoh. Supervisor(s): Dr Ahmad Musa, Dr Mandy Qi. [Postgraduate Research Project]
Research the specification to streamline forensic analysis investigation of mobile phones and new mobile devices under police investigation. Researcher(s): Mr Anthony Murray. Supervisor(s): Dr Vijay Sahota, Dr Mandy Qi. [Postgraduate Research Project]
Security and Privacy of Smart Home (IoT). Researcher(s): Mr Fida Hussain Hussain. Supervisor(s): Dr Mandy Qi, Dr Mandy Qi. [Postgraduate Research Project]
VR technologies as a pedagogical tool. Researcher(s): Mr Tim Jackson. Supervisor(s): Dr Mandy Qi, Dr Scott Turner. [Postgraduate Research Project]

Default clearing and ex-ante contagion in financial systems with a two-layer network structure Qi, M., Ding, Y., Chun, Y., Liu, W., Liu, J., (2024): Elsevier. [Journal article]
Object detection based on vision sensors and neural network, (2025). Basel: MDPI. [Book]
Shaping the future of metaverse research Enis Karaarslan, Ömer Aydin, Senem Yazici Yilma, Hasan Tinmaz, Süleyman Eken, Nida Gökçe Narin, Umit Cali, Kürsad Özkaynar, Önder Gürcan, Mina Fanea-ivanovici, Osman Gazi Güçlütürk, Qi, Mandy, Huseyin Kusetogullari, Moharram Challenger, Nebojsa Bacanin, (2025): Izmir Academy Association. [Journal article]
Corporate fraud detection based on improved BP neural network Qi, M., Liu, W., Liu, M,, Yan, C., Zhang, L., (2024): Slovak Academy of Sciences. [Journal article]
Feed-forward ANN with Random Forest Technique for Identifying malicious Internet of Things network intrusion Obarafor, Victor, Qi, Mandi, Zhang, Leishi, (2024), 2024 2nd International Conference on Cyber Resilience (ICCR): IEEE, Curran. [Book chapter]
Focusing on the golden skills of effective communication and collaboration to further enhance graduate employability attributes O'Leary, S., McGee, M., Qi, M., Millns, S., Eyden, A.: Canterbury Christ Church University. [Journal article]
Normalizing flow based uncertainty estimation for deep regression analysis Qi, M., Zhang, B., Sui, W, Li, M., Huang, Z., (2024): Elsevier. [Journal article]
The role of use cases when adopting augmented reality into higher education pedagogy Ward, G., Turner, S., Pitt, C., Qi, M., Richmond-Fuller, A., Jackson, T., Confronting Global and National Challenges: Our 2030 Vision. [Conference paper]
Two-stage trading mechanism in enabling the design and optimization of flexible resources interaction in smart grid Qi, M., Chen, Y., Li, H., Liu, Y., Wu, S., Li, X., (2024): Slovak Academy of Sciences. [Journal article]
A review of privacy-preserving federated learning, deep learning, and machine learning IIoT and IoTs solutions Obarafor, Victor, Qi, Man, Zhang, L., (2023), 2023 8th IEEE International Conference on Signal and Image Processing (ICSIP). Wuxi, China: IEEE. [Book chapter]
Alignment-based conformance checking of hierarchical process models Wang, L, Han, X., Qi, M., Wang, K., Lu, P., (2024): Slovak Academy of Sciences. [Journal article]
Pre-processing of social media remarks for forensics Gao, Xuhao, Qi, Man, (2023), 19th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD 2023): IEEE. [Conference or workshop item]
A novel data analytic model for mining user insurance demands from microblogs Chun Yan, Lu Liu, Wei Liu, Man Qi, (2022): Slovak Academy of Sciences. [Journal article]
Deep learning based real-time facial mask detection and crowd monitoring Chan-Yun Yang, Hooman Samani, Nana Ji, Chunxu Li, Ding-Bang Chen, Man Qi, (2022): Slovak Academy of Sciences. [Journal article]
Deviation detection in clinical pathways based on business alignment Tian, Y., Li, X., Qi, Man, Han, D., Du, Yuyue, (NaN): Hindawi. [Journal article]
Novel architecture for human re-identification with a two-stream neural network and attention ,echanism Rahi, B., Qi, M., (2022): Slovak Academy of Sciences. [Journal article]
Repairing process models with non-free-choice constructs based on token replay Bai, E., Qi, M., Luan, W., Li, P., Du, Y., (2022): Slovak Academy of Sciences. [Journal article]
Research on UBI auto insurance pricing model based on parameter adaptive SAPSO optimal fuzzy controller Wang, X., Liu, W., Ou, Z., Yan, C., Qi, M., Jia, W., (2022): Slovak Academy of Sciences. [Journal article]
Transformers only look once with nonlinear combination for real-time object detection Xia, R., Li, G., Huang, Z., Pang, Y., Qi, M., (2022): Springer Nature. [Journal article]
Security vulnerabilities of popular smart home appliances Qi, M., Induruwa, A., Hussain, F., Proceeding of The Twentieth International Conference on Networks April 18, 2021 to April 22, 2021 - Porto, Portugal. [Book chapter]
Hybrid Intrusion Detection System for Smart Home Applications Hussain, Fida, Induruwa, Abhaya, Qi, Man, (2020), Developing and Monitoring Smart Environments for Intelligent Cities: IGI Global. [Book chapter]
Improved adaptive genetic algorithm for the vehicle insurance fraud identification model based on a BP neural network Yan, C., Li, M., Liu, W., Qi, M., (NaN): Elsevier. [Journal article]
Fuzzy interacting multiple model H8 particle filter algorithm based on current statistical model Wang, Q., Chen, X., Zhang, L., Li, J., Zhao, C., Qi, M., (2019): Springer. [Journal article]
Payments per claim model of outstanding claims reserve based on fuzzy linear regression Yan, C., Liu, Q., Liu, J., Liu, W., Li, M., Qi, M., (2019): Springer. [Journal article]
Data-driven pedestrian re-identification based on hierarchical semantic representation Cheng, K., Xu, F., Tao, F., Qi, M., Li, M., (2017): Wiley. [Journal article]
Integrated privacy preserving framework for smart home Qi, M., Hussain, F., Proceedings of The 14th International Conference on Fuzzy Systems and Knowledge Discovery, 28-30 July 2018 in Huangshan, China.. [Book chapter]
Temporal sparse feature auto-combination deep network for video action recognition Wang, Q., Gong, D., Qi, M., Shen, Y., Lei, Y., (2018): Wiley. [Journal article]
AL-DDCNN : a distributed crossing semantic gap learning for person re-identification Cheng, K., Zhan, Y., Qi, M., (2017): Wiley. [Journal article]
Facilitating visual surveillance with motion detections Qi, M., (2017): Wiley. [Journal article]
Gaussian-Gamma collaborative filtering: a hierarchical Bayesian model for recommender systems Luo, C., Zhang, B., Xiang, Y., Qi, M., (2017): Elsevier. [Journal article]
Soundness analytics of composed logical workflow nets Liu, W., Wang, L., Feng, X., Qi, M., Yan, C., Li, M., (2017): Springer. [Journal article]
A sliding window-based dynamic load balancing for heterogeneous Hadoop clusters Liu, Y., Jing, W., Liu, Y., Lv, L., Qi, M., Xiang, Y., (2016): Wiley. [Journal article]
Data security of android applications Obiri-Yeboah, J., Qi, M., (2016), 2016 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery : ICNC-FSKD 2016 : 13-15 August, Changsha, China, The 2016 12th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD 2016): IEEE Xplore. [Book chapter]
Integration of link and semantic relations for information recommendation Zhao, Q., He, Y., Wang, P., Jiang, C., Qi, M., (2016). [Journal article]
A resource aware MapReduce based parallel SVM for large scale image classification Guo, W., Khalid, N., Liu, Y., Li, M., Qi, M., Guo, W., Khalid, N., Liu, Y., Li, M., Qi, M., (2015): Kluwer. [Journal article]
Parallelizing abnormal event detection in crowded scenes with GPU Yavari, M., Li, M., Li, S., Qi, M., The12th IEEE International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'15). [Conference paper]
A MapReduce based distributed LSI for scalable information retrieval Liu, Y., Li, M., Khan, M., Qi, M., (2014): Slovak Academy of Sciences. [Journal article]
Big data management in digital forensics Qi, M., (2014), 2014 IEEE 17th International Conference on Computational Science and Engineering (CSE), 17th IEEE International Conference on Computational Science and Engineering(CSE2014): IEEE. [Book chapter]
Digital forensics and NoSQL databases Qi, M., Proceedings of the 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), 2014, 10th IEEE International Conference on Natural Computation (ICNC'14) and 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'14): IEEE. [Book chapter]
Employing neural networks for DDoS detection Qi, M., 7th International Conference on Cybercrime Forensics Education and Training CFET 2014. [Conference paper]
A distributed SVM ensemble for large scale image classification and annotation Alham, K., Li, M., Liu, Y., Qi, M., (2013): Elsevier. [Journal article]
Clear up grey areas: cybercrime legislation progress in China Qi, M., The 3rd International Conference on Cybercrime, Security and Digital Forensics (Cyberforensics 2013). [Conference paper]
A distributed storage system for archiving broadcast media content Cherry, D., Li, M., Qi, M., (2012), Grid and Cloud Computing: Concepts, Methodologies, Tools and Applications: IGI Global. [Book chapter]
A distributed SVM ensemble for image classification and annotation Alham, M., Li, M., Liu, Y., Ponraj, M., Qi, M., (2012), 2012 9th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), IEEE 9th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'12): IEEE. [Book chapter]
Computer forensics in communication networks Wang, Y., Qi, M., (2012), IET International Communication Conference on Wireless Mobile and Computing (CCWMC 2011), 2011 IET International Communication Conference on Wireless Mobile & Computing: Curran. [Book chapter]
Social media in law enforcement: the role and issues Qi, M., the 6th International Conference on Cybercrime Forensics Education and Training CFET 2012. [Conference paper]
A MapReduce based parallel SVM for large scale spam filtering Caruana, G., Li, M., Qi, M., (2011), Eighth International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), 2011, IEEE 8th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'11): IEEE. [Book chapter]
Cyber safety in schools Qi, M., 5th International Conference on Cybercrime Forensics Education and Training CFET 2011. [Conference paper]
Social networking searching and privacy issues Qi, M., Edgar-Nevill, D., (2011): Elsevier. [Journal article]
Cybercrime and relevant legislation in China Qi, M., Wang, Y., (2010), Cybercrime and Security. Oxford: Oxford University Press. [Book chapter]
Machine learning based spam filtering: advantages and challenges Qi, M., 4th International Conference on Cybercrime Forensics Education and Training. [Conference paper]
OBIRE: ontology based bibliographic information publication and retrieval Liu, X., Li, M., Liu, Y., Qi, M., (2010): IGI Global. [Journal article]
Optimizing peer selection in BitTorrent networks with genetic algorithms Wu, T., Li, M., Qi, M.. [Journal article]
Protecting intellectual property and computer software: legislation in China Qi, M., Wang, Y., 4th International Conference on Cybercrime Forensics Education and Training. [Conference paper]
Semantic analysis for spam filtering Qi, M., Mousoli, R., 6th International Conference on Natural Computation and the 7th International Conference on Fuzzy Systems and Knowledge Discovery. [Conference paper]
Distributed indexing for resource discovery in P2P(Peer to Peer) networks Qi, M., Hentschel, M., Li, M., Ponraj, M., Proceedings of IEEE CCGrid/ServP2P Workshop. [Conference paper]
Facilitating resource discovery in grid environments with peer-to-peer structured tuple spaces Li, M., Qi, M.. [Journal article]
Fighting cybercrime: legislation in China Qi, M., Wang, Y., Xu, R., (2009): Inderscience. [Journal article]
Lessons learned from Beijing for the London 2012 Edgar-Nevill, D., Qi, M., (2009), Proceedings of the 3rd International Conference on Cybercrime Forensics Euducation and Training CFET 2009. Canterbury, UK: Canterbury Christ Church University. [Book chapter]
P2P DDoS: Challenges and Countermeasures Qi, M., Proceedings of IEEE 6th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD '09). [Conference paper]
P2P(peer to peer) network-targeted DDoS(distributed denial-of-service attacks) Qi, M., 2nd International Conference on the Applications of Digital Information and Web Technologies (ICADIWT 2009). [Conference paper]
Service composition with Al planning Qi, M., (2009), Cyberinfrastructure Technologies and Applications: Nova Science Publishers. [Book chapter]
Spam and social effects Qi, M., Edgar-Nevill, D., Mousoli, R., Symposia and Workshops on Ubiquitous, Autonomic and Trusted Computing, UIT-ATC'09. [Conference paper]
Web services discovery with rough sets Li, M., Yu, B., Sahota, V., Qi, M., (2009). [Journal article]
A case-based reasoning model for digital intrusion forensics Qi, M., Wang, Y., Xu, R., 2nd Annual International Conference on Cybercrime Forensics Education and Training. [Conference paper]
Automatically wrapping legacy software into services: a grid case study Li, M., Yu, B., Qi, M., Antonopoulos, N., (2008). [Journal article]
Cybercrime legislation in China Qi, M., Wang, Y., Xu, R., 2nd Annual International Conference on Cybercrime Forensics Education and Training. [Conference paper]
Fast implementation of cel-based animation Qi, M., International Conference on Advanced Infocomm Technology. [Conference paper]
The social effects of spam Mousoli, R., Qi, M., Edgar-Nevill, D., (2008), Proceedings of CFET 2008 – 2nd Annual International Conference on Cybercrime Forensics Education and Training. Canterbury: Canterbury Christ Church University. [Book chapter]
Tracking online trails Qi, M., Edgar-Nevill, D., Wang, Y., Xu, R., (2008). [Journal article]
Tracking online trails Qi, M., Edgar-Nevill, D., Wang, Y., Xu, R., (2008), Global E-Security: Springer. [Book chapter]
Footprints of cyber criminals Qi, M., Edgar-Nevill, D., 1st International Conference on Cybercrime Forensics Education and Training. [Conference paper]
Tracking email offenders Edgar-Nevill, D., Qi, M., ETHICOMP Working Conference. [Conference paper]
PGGA: a predictable and grouped genetic algorithm for job scheduling Li, M., Yu, B., Qi, M., (2006): Elsevier. [Journal article]
A WSRF based shopping cart system Li, M., Qi, M., Rozati, M., Yu, B., (2005): Springer. [Journal article]
Leveraging legacy codes to distributed problem-solving environments: a web services approach Li, M., Qi, M., (2004). [Journal article]
MAPBOT: A web based map information retrieval system Li, M., Qi, M., (2003). [Journal article]

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man.qi@canterbury.ac.uk

01227922282

Fisher (F3.05), Canterbury

Dr Mandy Qi

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