Ph.D., IEEE Member, CCF Member
Professor in Fuzhou University, Research Fellow in Singapore Management University
Email: snbnix AT gmail.com
My research areas focus on applied cryptography, cloud security, big data security, privacy-preserving data mining/machine learning techniques, and network security. Since 2013, I have already published over 100 research articles in both journals and conferences, such as IEEE Transactions on Transactions on Information Forensics and Security, IEEE Transactions on Computers, IEEE Transactions on Dependable and Secure Computing, IEEE Transactions on Service Computing, IEEE Journal of Biomedical and Health Informatics, IEEE Transactions on Cloud Computing, IET information security, etc
Education Background
05/2015-NOW
Research Fellow in Singapore Management University (SMU), Singapore. (Supervisor: Prof. Robert H. DENG)
11/2014-05/2015
Research Assistant in Singapore Management University (SMU), Singapore. (Supervisor: Prof. Robert H. DENG)
9/2013-9/2014
Research Assistant in Nanyang Technological University (NTU), Singapore. (Supervisor: Prof. Rongxing Lu)
9/2010-3/2015
Ph.D. Candidate of Cryptography in Xidian University, P.R. China. (Supervisor: Prof. Jianfeng Ma)
9/2006-12/2010
B.Sc in Xidian University, P.R. China.
Featured Publications
Ximeng Liu*, Robert H. Deng, Wenxiu Ding, Rongxing Lu, Baodong Qin: Privacy-Preserving Outsourced Calculation on Floating Point Numbers, IEEE Transactions on Information Forensics and Security (IEEE TIFS), vol.11, no.11, pp.2513-2527, 2016. DOI: 10.1109/TIFS.2016.258512.1 [ CCF Rank A   CACR Rank A , SCI]
Ximeng Liu*, Robert H. Deng, Kim-Kwang Raymond Choo, Jian Weng: An Efficient Privacy-Preserving Outsourced Calculation Toolkits with Multiple Keys, IEEE Transactions on Information Forensics and Security (IEEE TIFS), vol.11, no.11, pp. 2401-2414, 2016. DOI: 10.1109/TIFS.2016.2573770.[ CCF Rank A   CACR Rank A , SCI]
Ximeng Liu*, Baodong Qin, Robert H. Deng, Rongxing Lu Jiangfeng Ma. A Privacy-Preserving Outsourced Functional Computation Framework Across Large-Scale Multiple Encrypted Domains. IEEE Transactions on Computers. (IEEE TC), vol.65, no.12, pp. 3567 – 3579, 2016. DOI: 10.1109/TC.2016.2543220. [ CCF Rank A , SCI]
Ximeng Liu*, Kim-Kwang Raymond Choo, Robert H. Deng, Rongxing Lu, Jian Weng: Efficient and Privacy-Preserving Outsourced Computation of Rational Numbers, IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Ximeng Liu, Robert H. Deng, Kim-Kwang Raymond Choo, Yang Yang*, HweeHwa Pang: Privacy-Preserving Outsourced Calculation Toolkit in the Cloud, IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Yang Liu, Zhuo Ma, Ximeng Liu, Siqi Ma, Kui Ren. Privacy-Preserving Object Detection for Medical Images with Faster R-CNN. IEEE Transactions on Information Forensics & Security (IEEE TIFS). [ CCF Rank A   CACR Rank A , SCI]
Yang Yang, Ximeng Liu*, Robert H. Deng, Yingjiu Li. Lightweight Sharable and Traceable Secure Mobile Health System. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC). [ CCF Rank A   CACR Rank A , SCI]
Yang Yang, Ximeng Liu*, Robert H. Deng. Multi-user Multi-Keyword Rank Search over Encrypted Data in Arbitrary Language. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC). [ CCF Rank A   CACR Rank A , SCI]
Yinbin Miao, Robert Deng, Kim-Kwang Raymond Choo, Ximeng Liu, Jianting Ning, Hongwei Li. Optimized Verifiable Fine-Grained Keyword Search in Dynamic Multi-owner Settings. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Yinbin Miao, Ximeng Liu, Kim-Kwang Raymond Choo, Robert H. Deng, Jiguo Li, Hongwei Li, Jianfeng Ma. Privacy-preserving Attribute-Based Keyword Search in Shared Multi-owner Setting. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Yinbin Miao, Robert H. Deng, Ximeng Liu, Kim-Kwang Raymond Choo, Hongjun Wu,Hongwei Li. Multi-authority Attribute-Based Keyword Search over Encrypted Cloud Data. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Kai Huang, Ximeng Liu, Shaojing Fu, Deke Guo, Ming Xu. A Lightweight Privacy-preserving CNN Feature Extraction Framework for Mobile Sensing. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Xiangyu Wang*, Jianfeng Ma, Ximeng Liu*, Yinbin Miao. Search in My Way: Practical Outsourced Image Retrieval Framework Supporting Unshared Key. IEEE INFOCOM 2019. [ CCF Rank A ]
Jiangang Shu, Yang Kan, Xiaohua Jia, Ximeng Liu, Cong Wang, Robert H. Deng. Proxy-Free Privacy-Preserving Task Matching with Efficient Revocation in Crowdsourcing. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Haijiang Wang, Jianting Ning, Xinyi Huang, Guiyi Wei, Geong Sen Poh, Ximeng Liu. Secure Fine-grained Encrypted Keyword Search for e-Healthcare Cloud. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Chuan Zhang, Liehuang Zhu, Chang Xu, Ximeng Liu, Kashif Sharif. Secure Reliable and Privacy-Preserving Truth Discovery for Mobile Crowdsensing Systems. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A   CACR Rank A , SCI]
Hang Cheng, Huaxiong Wang, Ximeng Liu, Yan Fang, Meiqing Wang, Xiaojun Zhang. Person Re-Identification over Encrypted Outsourced Surveillance Videos. IEEE Transactions on Dependable and Secure Computing (IEEE TDSC).[ CCF Rank A , SCI]
Ximeng Liu, Robert H. Deng, Kim-Kwang Raymond Choo, Yang Yang. Privacy-Preserving Reinforcement Learning Design for Patient-Centric Dynamic Treatment Regime. IEEE Transaction on Emerging Topic in Computing, 2019.
Ximeng Liu, Robert H. Deng, Kim-Kwang Raymond Choo, Yang Yang*, HweeHwa Pang. Privacy-preserving Outsourced Support Vector Machine Design for Secure Drug Discovery. IEEE Transactions on Cloud Computing (IEEE TCC), 2018, [SCI].
Ximeng Liu, Robert H. Deng, Kim-Kwang Raymond Choo, Yang Yang. Privacy-preserving Outsourced Clinical Decision Support System in the Cloud. IEEE Transactions on Service Computing (IEEE TSC), 2017, [ CCF Rank B , SCI].
Ximeng Liu, Baodong Qin, Robert H. Deng, Yingjiu Li. An Efficient Privacy-Preserving Outsourced Computation over Public Data. IEEE Transactions on Service Computing (IEEE TSC), 2016, [ CCF Rank B , SCI].
Professional Activities
Editorial Board: KSII Transactions on Internet and Information Systems (TIIS). Frontiers in Big Data
Program Committee: CISIS 2018, Trustcom 2018, Globecom'17, Globecom'16, 3PGCIC-2016, IEEE Sensor 2015, BWCCA 2014.
Journal Reviewer: IEEE Transactions on Transactions on Information Forensics and Security, IEEE Transactions on Dependable and Secure Computing, IEEE Transactions on Service Computing, IEEE Networks, KSII Transactions on Internet and Information Systems,International Journal of Network Security (ijns),Information Security Journal: A Global Perspective, International Journal of Information Security, Applied Computing and Informatics, Future Generation Computer Systems, etc.
Guest Editor:"Security and Privacy Challenges for Internet-of-Things and Fog Computing", Wireless Communications and Mobile Computing (WCMC), Submission Deadline: Friday, 9 March 2018. CCF Rank C. Link: https://www.hindawi.com/journals/wcmc/si/712492/cfp/
Students
Yueji Yang Wuhan University (with Prof. Robert H. DENG) NOW Ph.D Student in NUS
Jinchen Du Wuhan University (with Prof. Robert H. DENG)
Xiaoya Chong Zhejiang University (with Prof. Robert H. DENG)