Profile image of Xiao Liu

A/Prof. Xiao Liu

STAFF PROFILE

Position

Associate Head of School, International

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Qualifications

Doctor of Philosophy, Swinburne Univ. of Technology, 2011

Biography

Xiao Liu received his PhD degree in Computer Science and Software Engineering from the Faculty of Information and Communication Technologies at Swinburne University of Technology, Melbourne, Australia in 2011. He received his Master and Bachelor degrees from the School of Management, Hefei University of Technology, Hefei, China, in 2007 and 2004 respectively, all in Information Management and Information System. He is currently an Associate Professor and Director for the Software Engineering Innovation Lab at School of Information Technology, Deakin University, Melbourne, Australia. Before that, he was an Associate Professor at Software Engineering Institute, East China Normal University, Shanghai, China. His research areas include Software Engineering, Distributed Computing and Service Computing, with special interests in workflow systems, cloud and edge computing, big data analytics, and human-centric software engineering. He is a Senior Member of IEEE and ACM. 

Read more on Xiao's profile

Career highlights

  • Jan. 2021 to Date: Associate Professor
  • Jan. 2018 to Date: Associate Head Of School (International), School of Information Technology, Deakin University, Melbourne, Australia
  • Oct. 2015 to 2020: Senior Lecturer and Coordinator of China Partnerships, School of Information Technology,  Deakin University, Melbourne, Australia
  • July 2014 to Sept. 2015: Assistant to the Dean, Software Engineering Institute, East China Normal University, China
  • Jan. 2013 to Sept. 2015: Associate Professor, Software Engineering Institute, East China Normal University, China
  • Dec. 2010 to Dec. 2012: Postdoctoral Research Fellow, Faculty of Information and Communication Technologies, Swinburne University of Technology, Australia
  • Feb. 2008 to Feb. 2012, Sessional Lecturer/Tutor, Faculty of Information and Communication Technologies, Swinburne University of Technology, Australia

Research interests

  • Please visit here for current and past research projects, and visit here for current and past research students
  • Human-Centric Software Engineering (Human Factors, AI and VR Enabled  Requirements Engineering)
  • Edge and Cloud Computing (Edge Intelligence, Quality of Service, Task Scheduling, Energy Saving)
  • Software and System Process (Temporal Verification, Software Process)
  • Scientific and Business Workflow Management
  • Social Media and Online Misinformation Management
  • Social and Service Recommendation

Teaching interests

  • Programming
  • Cloud Computing
  • Software Engineering

Units taught

  • List of Units Taught at Deakin
  • SIT102 Introduction to Programming
  • SIT172 Programming for Engineers
  • SIT221 Data Structures and Algorithms
  • SIT222 Operating System Concepts
  • SIT321 Software Engineering
  • SIT105 Thinking Technology and Design
  • Introduction to Cloud Computing and Big Data
  • Distributed Computing: Cloud Computing with Window Azure Platform
  • Web Programming 
  • Software Engineering Project

Knowledge areas

  • Software Engineering
  • Service Computing
  • Cloud, Fog, Mobile Edge Computing
  • Business and Scientific Workflow Systems
  • Big Data in Social Network and Healthcare Systems

Professional activities

  • Senior Member of IEEE
  • Senior Member of ACM
  • Member of CCF, CCF Task Committee on Software Engineering
  • Member of Australian Information Security Association (AISA)

Editorial Board (Current):

Recent Conference Organisation (PC Chair/Session Chair/PC Member):
ICSE2024 (NIER Track), ESEC/FSE2023 (ACM SRC Track), ASE2023 (Demo Track), ICSOC2023, IEEE ICWS2023, ICSSP2023, ICSE2023 (NIER and Demo Track), ASE2022 (NIER Track), Edge2022, SCC2022, RE2022 (Publication Co-Chair), ICWS2021 (Track Chair), ASE2021 (Proceedings Chair, PC for NIER and LBR Track), SCC2021, CCGrid2021, ASE2020 (LBR Track), PerCom2020 (WIP Track), ICWS2020, SCC2020, CCGrid2020, ASE2020 (Publicity Chair), ICA3PP2019, ICWS2019, ICSOC2018 Worksho Co-Chair, ICWS2018, CCBPM2018 (PC Co-Chair), APSEC2017 (Publicatioin Chair), ICWS2017, Edge2017, ACSW2017 (Publication Chair), AusPDC2017 (Program Co-Chair).

Research groups

Software Engineering Innovation Lab (SEIL)

Security and PrivacY Research in IoT Lab (SPYRIT)

Awards

  • 2022 Vice-Chancellor's Award for Outstanding Contribution to Environmental Sustainability (in recognition of our Artificial Intelligence Competition for Sustainable Development Goals organised for international high-school students)
  • Outstanding Service as Proceedings Chair, IEEE/ACM International Conference on Automated Software Engineering, 2021
  • 1st Prize, 2021 China Service, Project title "EdgeWorkflow - One-Click to Deploy Your Workflow Application to the Edge", project team formed by students from Deakin-AHU ISEC Lab, 2021
  • School of IT staff award for SIT International Team, Excellence in enriching international student experience through online engagement activities, 2021.
  • ASE2020 Distinguished LBR Paper Award
  • Best Reviewers for 2019, Journal of Systems and Software
  • Best Student Paper Award, 19th International Conference on Algorithms and Architectures for Parallel Processing (ICA3PP2019), 2019.
  • Best Reviewers for 2018, Journal of Systems and Software
  • School of IT staff award for excellence in advancing international partnerships, Deakin University, 2017.
  • Nomination Award for Outstanding Young Scientists, ACM and CCF (Shanghai Chapter), 2014.
  • Finalist, ACAA - Young Australia China Alumni of the Year Award, 2014.
  • Best Student Paper, 2014 International Conference on Cloud Computing and Big Data, 2014.
  • Second Prize, National Contest for Cloud Computing Application, Ministry of Education, China, 2015.
  • Microsoft Pioneer Award for Teaching Cloud Computing, 2014.
  • 2009 Chinese Government Award for Outstanding Self-Financed Students Abroad, 2010.
  • International Postgraduate Research Scholarships (IPRS), Australia Government, 2007-2010.
  • Swinburne University Postgraduate Research Awards (SUPRA), Swinburne University of Technology, 2007-2010.
  • Best PhD Thesis Award, Faculty of Information and Communication Technologies, Swinburne University of Technology, 2011.

Projects

Projects as Lead Chief Investigator

  • X. Liu and H. Arini, Building resilience in at-risk rural communities through improving media communication on climate change policies, Australia – Indonesia Research Collaboration Grants 2023 (KONEKSI), AU$350K, 2023-2024. (Media Release)
  • X. Liu and J. Li, "Multilingual COVID-19 Fake News Detection and Intervention", AU$175K, Study Melbourne Research Partnership Grant, 2021-2022. Project website: https://counterinfodemic.org/ 
  • X. Liu, F. Jiang, S. Chen, Build Al into Edge Computing with Blockchain, CSIRO Scholarship, $30K, 2021-2024.
  • X. Liu and G. Li, "Building a Secure Cloud-based Collaborative CRM System", AU$50K (Industry)+AU$15K (School), 2018-2019.
  • X. Liu, F. Chen, G. Li, F. Jiang, “From the cloud to the fog: cost-effective big data placement for mobile social networks”, School of IT Research Funding (AU25K$), Deakin University, 2018.
  • X. Liu and D. Yuan, Smart Data Placement for Enabling Collaboration Among Fog Computing Nodes, Faculty Research Grants Scheme, Deakin University, 2018.
  • X. Liu and Y. Xiang, Investigating How to Build Secure and Energy-Efficient Mobile Cloud Apps, AU$50K (Industry) + AU$10K (School Match-up), 2017-2018.
  • X. Liu, Scheduling Strategy for Data Intensive Workflows in Hybrid Clouds, National Science Foundation of China, RMB 270K, 2014-2016.
  • X. Liu, Data Management for Data Intensive Cloud Workflows, Fundamental Research Funds for the Central Universities, RBM100K, Ministry of Education, China, 2013-2014.
  • X. Liu, Scientific Research Foundation for the Returned Overseas Chinese Scholars, RMB35K, Ministry of Education, China, 2013-2014.
  • X. Liu and Y. Jiang, APP Recommendation based on Social Network, RMB100K, CCF-Tencent Open Fund, 2014-2015.

Projects as CI/Partner Investigator

  • An artificial intelligence fact checking tool for the identification of vaccine misinformation, A/Prof. Hassan Vally, A/Prof. Xiao Liu, Prof. Catherine Bennet, Centre for Innovation in Infectious Disease and Immunology Research Seed Funding ($10,000) + SIT Strategic Co-funding Grant ($5,000), 2023.
  • 3D Object Matching, Dr Xuequan Lu, Prof John Yearwood, A/Prof Xiao Liu, AU$100,000 (Industry) + AU$40,000 (University Match-up), Industry project, 2022.
  • Multimedia Attack and Optimisation on Robustness for Personalised Recommender Systems (CI Prof. Yuanchun Jiang at Hefei University of Technology, China), National Natural Science Foundation of China, ARC equivalent, $100,000, 2022-2025.
  • Task Offloading and Scheduling for Business Process Systems in Edge-Cloud Computing (CI Prof. Xuejun Li at Anhui University, China), National Natural Science Foundation of China, ARC equivalent, $125,000, 2020-2023.
  • Intelligent Anomaly Detection System for Encrypted Network Traffic (CI Prof. Aswani Kumar at Vellore Institute of Technology, India), Scheme for Promotion of Academic and Research Collaboration (SPARC), $130,000, 2019-2021.
  • Information Visualization System for Mongolian Traditional Patterns (CI Prof. Shaobo Li at Inner Mongolia Normal University, China), National Social Science Foundation of China, $42,000, 2021-2023.

Publications

Filter by

2024

Summarizing source code through heterogeneous feature fusion and extraction

J Guo, J Liu, X Liu, L Li

(2024), Vol. 103, pp. 1-16, Information Fusion, Amsterdam, The Netherlands, C1

journal article

Adaptive partitioning and efficient scheduling for distributed DNN training in heterogeneous IoT environment

B Huang, X Huang, X Liu, C Ding, Y Yin, S Deng

(2024), Vol. 215, pp. 169-179, Computer Communications, Amsterdam, The Netherlands, C1

journal article

HyperED: A hierarchy-aware network based on hyperbolic geometry for event detection

M Zhang, Z Xie, J Liu, X Liu, X Yu, B Huang

(2024), pp. 1-22, Computational Intelligence, London, Eng., C1

journal article

Securing Smart UAV Delivery Systems Using Zero Trust Principle-Driven Blockchain Architecture

C Dong, S Pal, Q An, A Yao, F Jiang, Z Xu, J Li, M Lu, Y Song, S Chen, X Liu

(2024), pp. 315-322, Proceedings of the 2023 IEEE International Conference on Blockchain 2023, Danzhou, China, E1

conference

TBAF: A Two-Stage Biometric-Assisted Authentication Framework in Edge-Integrated UAV Delivery System

Z Zhang, H Wang, A Yao, X Li, F Jiang, J Xu, X Liu

(2024), Vol. 14493 LNCS, pp. 168-188, ICA3PP 2023 : Proceedings of the 26th International Conference on Algorithms and Architectures for Parallel Processing 2023, Tianjin, China, E1

conference

We Will Find You: An Edge-Based Multi-UAV Multi-Recipient Identification Method in Smart Delivery Services

Y Xu, R Guo, J Kua, H Luo, Z Zhang, X Liu

(2024), Vol. 14490 LNCS, pp. 160-173, ICA3PP 2023 : Proceedings of the 26th International Conference on Algorithms and Architectures for Parallel Processing 2023, Tianjin, China, E1

conference

Multi-UAV Collaborative Face Recognition for Goods Receiver in Edge-Based Smart Delivery Services

Y Xu, F Luan, J Kua, H Luo, Z Wang, X Liu

(2024), Vol. 14490 LNCS, pp. 217-235, ICA3PP 2023 : Proceedings of the 26th International Conference on Algorithms and Architectures for Parallel Processing 2023, Tianjin, China, E1

conference
2023

A Multi-objective Clustering Evolutionary Algorithm for Multi-workflow Computation Offloading in Mobile Edge Computing

L Pan, X Liu, Z Jia, J Xu, X Li

(2023), Vol. 11, pp. 1334-1351, IEEE Transactions on Cloud Computing, Piscataway, N.J., C1

journal article

KeepEdge: A Knowledge Distillation Empowered Edge Intelligence Framework for Visual Assisted Positioning in UAV Delivery

H Luo, T Chen, X Li, S Li, C Zhang, G Zhao, X Liu

(2023), pp. 4729-4741, IEEE Transactions on Mobile Computing, Piscataway, N.J., C1

journal article

PADP-FedMeta: A personalized and adaptive differentially private federated meta learning mechanism for AIoT

F Dong, X Ge, Q Li, J Zhang, D Shen, S Liu, X Liu, G Li, F Wu, J Luo

(2023), Vol. 134, Journal of Systems Architecture, C1

journal article

NRAND: An efficient and robust dismantling approach for infectious disease network

M Akhtar, J Liu, X Liu, S Ahmed, X Cui

(2023), Vol. 60, pp. 103221-103221, Information Processing and Management, C1

journal article

Service Routing in Multi-tier Edge Computing: A Matching Game Approach

S Wang, Y Guo, X Liu, A Zhou

(2023), Vol. 41, pp. 835-844, IEEE Journal on Selected Areas in Communications, Piscataway, N.J., C1

journal article

Contrastive Learning for Prediction of Alzheimer's Disease Using Brain 18F-FDG PET

Yonglin Chen, Huabin Wang, Gong Zhang, Xiao Liu, Wei Huang, Xianjun Han, Xuejun Li, Melanie Martin, Liang Tao

(2023), Vol. 27, pp. 1735-1746, IEEE Journal of Biomedical and Health Informatics, London, Eng., C1

journal article

Diverse title generation for Stack Overflow posts with multiple sampling enhanced transformer

Fengji Zhang, Jin Liu, Yao Wan, Xiao Yu, Xiao Liu, Jacky Keung

(2023), Vol. 200, pp. 1-16, Journal of Systems and Software, Amsterdam, The Netherlands, C1

journal article

Detecting multi-type self-admitted technical debt with generative adversarial network-based neural networks

Jiaojiao Yu, Xu Zhou, Xiao Liu, Jin Liu, Zhiwen Xie, Kunsong Zhao

(2023), Vol. 158, pp. 1-15, Information and Software Technology, Amsterdam, The Netherlands, C1

journal article

Differential privacy in edge computing-based smart city Applications:Security issues, solutions and future directions

A Yao, G Li, X Li, F Jiang, J Xu, X Liu

(2023), Vol. 19, pp. 1-22, Array, Amsterdam, The Netherlands, C1

journal article

Summarizing source code with Heterogeneous Syntax Graph and dual position

Juncai Guo, Jin Liu, Xiao Liu, Yao Wan, Li Li

(2023), Vol. 60, pp. 1-21, Information Processing and Management, Amsterdam, The Netherlands, C1

journal article

Optimizing Performance in Federated Person Re-Identification through Benchmark Evaluation for Blockchain-Integrated Smart UAV Delivery Systems

Chengzu Dong, Jingwen Zhou, Qi An, Frank Jiang, Shiping Chen, Lei Pan, Xiao Liu

(2023), Vol. 7, pp. 1-17, Drones, Basel, Switzerland, C1

journal article

Semantic graph based topic modelling framework for multilingual fake news detection

R Mohawesh, X Liu, H Arini, Y Wu, H Yin

(2023), Vol. 4, pp. 33-41, AI Open, Amsterdam, The Netherlands, C1

journal article

Random screening-based feature aggregation for point cloud denoising

W Wang, W Pan, X Liu, K Su, B Rolfe, X Lu

(2023), Vol. 116, pp. 64-72, Computers and Graphics, Amsterdam, The Netherlands, C1

journal article

PyScribe-Learning to describe python code

Juncai Guo, Jin Liu, Xiao Liu, Yao Wan, Yanjie Zhao, Li Li, Kui Liu, Jacques Klein, Tegawende Bissyande

(2023), pp. 1-27, Software - Practice and Experience, London, Eng., C1

journal article

DETECTION MODEL FOR FAKE NEWS ON COVID-19 IN INDONESIA

A Rifai, Y Mulyani, R Febrianto, H Arini, T Wijayanto, N Lathifah, X Liu, J Li, H Yin, Y Wu, R Mohawesh

(2023), Vol. 13, pp. 119-126, ASEAN Engineering Journal, C1

journal article

Detecting fake news during COVID-19 in Indonesia: the role of trust level

H Arini, T Wijayanto, N Lathifah, Y Mulyani, A Rifai, X Liu, J Li, H Yin

(2023), pp. 1-11, Journal of Communication in Healthcare, England, C1

journal article

Multi-Featured Anomaly Detection for Mobile Edge Computing Based UAV Delivery Systems

Leilei Xu, Xiao Liu, Frank Jiang, Yi Xu, Aiting Yao, Jia Xu, Xuejun Li

(2023), pp. 58-65, ACSW 2023 : Proceedings of the Australasian Computer Science Week, Melbourne, Victoria, E1

conference

BDFL: A Blockchain-Enabled FL Framework for Edge-based Smart UAV Delivery Systems

Chengzu Dong, Zhiyu Xu, Frank Jiang, Shantanu Pal, Chong Zhang, Shiping Chen, Xiao Liu

(2023), pp. 1-11, ASSS '23 : Proceedings of the Third International Symposium on Advanced Security on Software and Systems, Melbourne, Vic., E1

conference

Weighted Point Cloud Normal Estimation

W Wang, X Lu, D Shao, X Liu, R Dazeley, A Robles-Kelly, W Pan

(2023), Vol. 2023-July, pp. 2015-2020, ICME 2023 : Proceedings of the IEEE International Conference on Multimedia and Expo, Brisbane, Queensland, E1

conference

Fed4ReID: Federated Learning with Data Augmentation for Person Re-identification Service in Edge Computing

C Zhang, X Liu, M Xiang, A Yao, X Fan, G Li

(2023), pp. 64-70, ICWS 2023 : Proceedings of the 2023 IEEE International Conference on Web Services, Chicago, Illinois, E1

conference

Multi-Modal Emotion Recognition for Enhanced Requirements Engineering: A Novel Approach

B Cheng, C Arora, X Liu, T Hoang, Y Wang, J Grundy

(2023), Vol. 2023-September, pp. 299-304, Proceedings of the IEEE International Conference on Requirements Engineering, E1

conference

PersonaGen: A Tool for Generating Personas from User Feedback

Xishuo Zhang, Lin Liu, Yi Wang, Xiao Liu, Hailong Wang, Anqi Ren, Chetan Arora

(2023), pp. 1-2, RE 2023 : Proceedings 1st International Requirements Engineering Conference, Hannover, Germany, E1

conference

A Novel Cost-Aware Data Placement Strategy for Edge-Cloud Collaborative Smart Systems

Y Zhang, J Xu, X Liu, W Pan, X Li

(2023), pp. 450-456, CLOUD 2023: Proceedings of the 16th International Conference on Cloud Computing, Chicago, IL, E1

conference

Revolutionizing Virtual Shopping Experiences: A Blockchain-Based Metaverse UAV Delivery Solution

C Dong, J Zhou, Q An, F Jiang, S Chen, X Liu

(2023), pp. 658-661, Proceedings - 2023 IEEE International Conference on Metaverse Computing, Networking and Applications, MetaCom 2023, E1

conference

EXPRESS 2.0: An Intelligent Service Management Framework for AIoT Systems in the Edge

J Xu, X Liu, W Pan, X Li, A Yao, Y Yang

(2023), pp. 1-4, ACM 2023 : Proceedings 38th International Conference on Automated Software Engineering, Luxembourg, Luxembourg, E1

conference

A Federated Multi-Modal Learning Framework Powered by Distributed Ledgers for Cyber-safe and Efficient UAV Delivery Systems

C Dong, J Zhou, A Yao, Z Xu, F Jiang, S Chen, X Liu

(2023), pp. 1032-1039, ICDM Workshops 2023 : Proceedings of the IEEE International Conference on Data Mining Workshops, Shanghai, China, E1

conference

Personalized Federated Learning Framework for Person Re-identification in MEC-enabled UAV Delivery Services

Y Xu, Z Wang, J Kua, H Luo, R Guo, X Liu

(2023), pp. 1020-1027, HPCC/DSS/SmartCity/DependSys 2023 : Proceedings of the 2023 High Performance Computing & Communications, Data Science & Systems, Smart City & Dependability in Sensor, Cloud & Big Data Systems & Application, Melbourne, Vic., E1

conference
2022

Runtime Verification of Business Cloud Workflow Temporal Conformance

H Luo, X Liu, J Liu, Y Yang, J Grundy

(2022), Vol. 15, pp. 833-846, IEEE Transactions on Services Computing, C1

journal article

Solving the last mile problem in logistics: A mobile edge computing and blockchain-based unmanned aerial vehicle delivery system

X Li, L Gong, X Liu, F Jiang, W Shi, L Fan, H Gao, R Li, J Xu

(2022), Vol. 34, Concurrency and Computation: Practice and Experience, C1

journal article

Energy-Aware Computation Management Strategy for Smart Logistic System with MEC

J Xu, X Liu, X Li, L Zhang, J Jin, Y Yang

(2022), Vol. 9, pp. 8544-8559, IEEE Internet of Things Journal, C1

journal article

Exploiting gated graph neural network for detecting and explaining self-admitted technical debts

J Yu, K Zhao, J Liu, X Liu, Z Xu, X Wang

(2022), Vol. 187, pp. 1-12, Journal of Systems and Software, Amsterdam, The Netherlands, C1

journal article

Tight Lower bound on power consumption for scheduling real-time periodic tasks in core-level DVFS systems

F Teng, L Yu, X Liu, P Lai

(2022), Vol. 110, pp. 1-10, Parallel Computing, Amsterdam, The Netherlands, C1

journal article

bi-directional Bayesian probabilistic model based hybrid grained semantic matchmaking for Web service discovery

S Li, H Luo, G Zhao, M Tang, X Liu

(2022), Vol. 25, pp. 445-470, World Wide Web, Berlin, Germany, C1

journal article

Graph4Web: A relation-aware graph attention network for web service classification

K Zhao, J Liu, Z Xu, X Liu, L Xue, Z Xie, Y Zhou, X Wang

(2022), Vol. 190, pp. 1-13, Journal of Systems and Software, AMsterdam, The Netherlands, C1

journal article

Popularity prediction for marketer-generated content: A text-guided attention neural network for multi-modal feature fusion

Y Qian, W Xu, X Liu, H Ling, Y Jiang, Y Chai, Y Liu

(2022), Vol. 59, pp. 1-18, Information Processing and Management, Amsterdam, The Netherlands, C1

journal article

A Novel Graph-based Computation Offloading Strategy for Workflow Applications in Mobile Edge Computing

X Li, T Chen, D Yuan, J Xu, X Liu

(2022), pp. 1-14, IEEE Transactions on Services Computing, Piscataway, N.J., C1

journal article

3D Intracranial Aneurysm Classification and Segmentation Via Unsupervised Dual-Branch Learning

Di Shao, Xuequan Lu, Xiao Liu

(2022), pp. 1-10, IEEE Journal of Biomedical and Health Informatics, Piscataway, N.J., C1

journal article

Reinforcement learning for cost-effective IoT service caching at the edge

B Huang, X Liu, Y Xiang, D Yu, S Deng, S Wang

(2022), Vol. 168, pp. 120-136, Journal of Parallel and Distributed Computing, Amsterdam, The Netherlands, C1

journal article

Three-way decisions based service migration strategy in mobile edge computing

Y Xu, Z Zheng, X Liu, A Yao, X Li

(2022), Vol. 609, pp. 533-547, Information Sciences, C1

journal article

EdgeWorkflow: One click to test and deploy your workflow applications to the edge

J Xu, R Ding, X Liu, X Li, J Grundy, Y Yang

(2022), Vol. 193, pp. 111456-111456, Journal of Systems and Software, C1

journal article

Entity alignment based on relational semantics augmentation for multilingual knowledge graphs

M Akhtar, J Liu, Z Xie, X Liu, S Ahmed, B Huang

(2022), Vol. 252, pp. 109494-109494, Knowledge-Based Systems, C1

journal article

Social media mining under the COVID-19 context: Progress, challenges, and opportunities

X Huang, S Wang, M Zhang, T Hu, A Hohl, B She, X Gong, Jianxin Li, Xiao Liu, O Gruebner, R Liu, Xiao Li, Z Liu, X Ye, Z Li

(2022), Vol. 113, International Journal of Applied Earth Observation and Geoinformation, Amsterdam, The Netherlands, C1

journal article

Jointly learning invocations and descriptions for context-aware mashup tagging with graph attention network

X Wang, X Liu, H Wu, J Liu, X Chen, Z Xu

(2022), World Wide Web, Berlin, Germany, C1

journal article

Energy-aware workflow real-time scheduling strategy for device-edge-cloud collaborative computing

Z Qin, J Li, X Liu, M Zhu

(2022), Vol. 28, pp. 3122-3130, Computer Integrated Manufacturing Systems, Beijing, China, C1

journal article

Deep Point Cloud Normal Estimation Via Triplet Learning

Weijia Wang, Xuequan Lu, Dasith De Silva, Xiao Liu, Antonio Robles-Kelly

(2022), pp. 1-6, ICME 2022 : Proceedings of the 2022 IEEE International Conference on Multimedia and Expo, Taipei, Taiwan, E1

conference

Continuous Authentication for UAV Delivery Systems under Zero-Trust Security Framework

C Dong, F Jiang, S Chen, X Liu

(2022), pp. 123-132, IEEE EDGE 2022 : Proceedings of the 6th IEEE International Conference on Edge Computing 2022, Barcelona, Spain, E1

conference

A Novel Graph-based Computation Offloading Strategy for Workflow Applications in Mobile Edge Computing

X Li, T Chen, D Yuan, J Xu, X Liu

(2022), pp. 16-16, Proceedings - 2022 IEEE World Congress on Services, SERVICES 2022, Barcelona, Spain, E1

conference

Test-Driven Multi-Task Learning with Functionally Equivalent Code Transformation for Neural Code Generation

X Wang, X Liu, P Zhou, Q Liu, J Liu, H Wu, X Cui

(2022), pp. 1-6, ASE '22 : Proceedings of the IEEE/ACM International Conference on Automated Software Engineering 2022, Rochester, Mich., E1

conference

VR4HcRE: Virtual Reality Platform for Human-centric Requirements Elicitation

Y Wang, X Liu, B Cheng, C Arora, T Hoang

(2022), pp. 788-793, ISMAR-Adjunct 2022 : Proceedings of the IEEE International Symposium on Mixed and Augmented Reality Adjunct 2022, Singapore, Singapore, E1

conference

Edge4FR: A Novel Device-Edge Collaborative Framework for Facial Recognition in Smart UAV Delivery Systems

Y Xu, F Luan, X Liu, X Li

(2022), pp. 95-101, CCIS 2022 : Proceedings of 8th IEEE International Conference on Cloud Computing and Intelligence Systems 2022, Chengdu, China, E1

conference

A Novel Adaptive Computation Offloading Strategy for Collaborative DNN Inference over Edge Devices

Y Zhang, X Liu, J Xu, D Yuan, X Li

(2022), pp. 378-385, ISPA/BDCloud/SocialCom/SustainCom 2022 : Proceedings of the 20th IEEE International Symposium on Parallel and Distributed Processing with Applications, 12th IEEE International Conference on Big Data and Cloud Computing, 12th IEEE International Conference on Sustainable Computing and Communications and 15th IEEE International Conference on Social Computing and Networking, Melbourne, Victoria, E1

conference

Efficient Face Recognition via Multi-UAV-Edge Collaboration in UAV Delivery Service

Y Xu, R Guo, X Liu, H Luo, C Dong, A Yao, X Li

(2022), pp. 676-683, Proceedings - 20th IEEE International Symposium on Parallel and Distributed Processing with Applications, 12th IEEE International Conference on Big Data and Cloud Computing, 12th IEEE International Conference on Sustainable Computing and Communications and 15th IEEE International Conference on Social Computing and Networking, ISPA/BDCloud/SocialCom/SustainCom 2022, E1

conference
2021

Big data analytics for security intelligence

S Ikram, A Cherukuri, G Li, X Liu

(2021), Vol. 2, pp. 1-20, Handbook of Big Data Analytics: Applications in ICT, security and business analytics, Stevenage, Eng., B1

book chapter

Integrity of IoT network flow records in encrypted traffic analytics

A Cherukuri, I Thaseen, G Li, X Liu, V Das, A Raj

(2021), pp. 177-205, Security and Privacy in the Internet of Things: Architectures, Techniques, and Applications, London, Eng., B1

book chapter

SCNET: A novel UGI cancer screening framework based on semantic-level multimodal data fusion

Shuai Ding, Hui Huang, Zhenmin Li, Xiao Liu, Shanlin Yang

(2021), Vol. 25, pp. 143-151, IEEE journal of biomedical and health informatics, Piscataway, N.J., C1

journal article

Energy-aware decision-making for dynamic task migration in MEC-based unmanned aerial vehicle delivery system

R Li, X Li, J Xu, F Jiang, Z Jia, D Shao, L Pan, X Liu

(2021), Vol. 33, Concurrency and Computation: Practice and Experience, C1

journal article

Adaptive cross-contextual word embedding for word polysemy with unsupervised topic modeling

S Li, R Pan, H Luo, X Liu, G Zhao

(2021), Vol. 218, Knowledge-Based Systems, C1

journal article

A novel cloud workflow scheduling algorithm based on stable matching game theory

Z Jia, L Pan, X Liu, X Li

(2021), Vol. 77, pp. 11597-11624, Journal of Supercomputing, C1

journal article

A novel knowledge graph embedding based API recommendation method for Mashup development

X Wang, X Liu, J Liu, X Chen, H Wu

(2021), Vol. 24, pp. 869-894, World Wide Web, C1

journal article

Multi-agent reinforcement learning for cost-aware collaborative task execution in energy-harvesting D2D networks

B Huang, X Liu, S Wang, L Pan, V Chang

(2021), Vol. 195, Computer Networks, C1

journal article

Predictive classification of ICU readmission using weight decay random forest

B Wang, S Ding, X Liu, X Li, G Li

(2021), Vol. 124, pp. 351-360, Future Generation Computer Systems, C1

journal article

Parallel task scheduling algorithm based on collaborative device and edge in UAV delivery system

B Zhou, H Huang, Y Xu, X Li, H Gao, T Chen, X Liu, J Xu

(2021), Vol. 27, pp. 2575-2582, Jisuanji Jicheng Zhizao Xitong, Beijing, China, C1

journal article

Multi-objective dynamic software project scheduling based on improved two-archive evolutionary algorithm

Z Chen, Z Wu, S Tong, X Liu

(2021), Vol. 27, pp. 2565-2574, Jisuanji Jicheng Zhizao Xitong, Beijing, China, C1

journal article

GraphGallery: A Platform for Fast Benchmarking and Easy Development of Graph Neural Networks Based Intelligent Software

Jintang Li, Kun Xu, Liang Chen, Zibin Zheng, Xiao Liu

(2021), pp. 13-16, IEEE/ACM 2021 : Proceedings of the 43rd International Conference on Software Engineering: Companion Proceedings (ICSE-Companion), Madrid, Spain, E1

conference

Edge4Emotion: An Edge Computing based Multi-source Emotion Recognition Platform for Human-Centric Software Engineering

Ben Cheng, Owen Wang, Di Shao, Chetan Arora, Thuong Hoang, Xiao Liu

(2021), pp. 610-613, CCGrid 2021 : Proceedings of the 21st IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing, Melbourne, Victoria, E1

conference

A Blockchain-aided Self-Sovereign Identity Framework for Edge-based UAV Delivery System

Chengzu Dong, Frank Jiang, Xuejun Li, Aiting Yao, Gang Li, Xiao Liu

(2021), pp. 622-624, CCGrid 2021 : Proceedings of the 21st IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing, Melbourne, Victoria, E1

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A Holistic Service Provision Strategy for Drone-as-a-Service in MEC-based UAV Delivery

L Chu, X Li, J Xu, A Neiat, X Liu

(2021), pp. 669-674, ICWS 2021: Proceedings of the IEEE Web Services 2021 International Conference, Chicago, Ill., E1

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Time-aware User Modeling with Check-in Time Prediction for Next POI Recommendation

Xin Wang, Xiao Liu, Li Li, Xiao Chen, Jin Liu, Hao Wu

(2021), pp. 125-134, IEEE ICWS 2021 : Proceedings of the 2021 IEEE International Conference on Web Services, Chicago, Ill., E1

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Relational Graph Neural Network with Neighbor Interactions for Bundle Recommendation Service

Xin Wang, Xiao Liu, Jin Liu, Hao Wu

(2021), pp. 167-172, IEEE ICWS 2021 : Proceedings of the 2021 IEEE International Conference on Web Services, Chicago, Ill., E1

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An Edge based Federated Learning Framework for Person Re-identification in UAV Delivery Service

Chong Zhang, Xiao Liu, Jia Xu, Tianxiang Chen, Gang Li, Frank Jiang, Xuejun Li

(2021), pp. 500-505, IEEE ICWS 2021 : Proceedings of the 2021 IEEE International Conference on Web Services, Chicago, Ill., E1

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ServiceBERT: A Pre-trained Model for Web Service Tagging and Recommendation

X Wang, P Zhou, Y Wang, X Liu, J Liu, H Wu

(2021), Vol. 13121, pp. 464-478, ICSOC 2021 : Proceedings of the 19th International Conference, ICSOC 2021 Virtual Event, November 22-25, 2021 ng., Virtual Event, E1

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Virtual Reality Enabled Human-Centric Requirements Engineering

Owen Wang, Ben Cheng, Thuong Hoang, Chetan Arora, Xiao Liu

(2021), pp. 159-164, ASEW 2021 : Proceedings of the 36th IEEE/ACM International Conference on Automated Software Engineering Workshops, Melbourne, Vic., E1

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A Novel Security Framework for Edge Computing based UAV Delivery System

Aiting Yao, Frank Jiang, Xuejun Li, Chengzu Dong, Jia Xu, Yi Xu, Gang Li, Xiao Liu

(2021), pp. 1-8, TrustCom 2021 : Proceedings of the 20th IEEE International Conference on Trust, Security and Privacy in Computing and Communications 2021, Shenyang, China, E1

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2020

Endoscopy report mining for intelligent gastric cancer screening

Jinxin Pan, Shuai Ding, Shanlin Yang, Gang Li, Xiao Liu

(2020), Vol. 37, pp. 1-14, Expert systems, Chichester, Eng., C1

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A homogeneous ensemble method for predicting gastric cancer based on gastroscopy reports

Shuai Ding, Shikang Hu, Jinxin Pan, Xiaojian Li, Gang Li, Xiao Liu

(2020), Vol. 37, pp. 1-14, Expert systems, Chichester, Eng., C1

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Detecting topic-level influencers in large-scale scientific networks

Y Qian, Y Liu, Y Jiang, X Liu

(2020), Vol. 23, pp. 831-851, World Wide Web, C1

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Reliability in cloud computing system: a review

W Duan, M Hu, Q Zhou, T Wu, J Zhou, X Liu, T Wei, M Chen

(2020), Vol. 57, pp. 102-123, Computer research and development, Beijing, China, C1

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Statistical model checking-based evaluation and optimization for cloud workflow resource allocation

Mingsong Chen, Saijie Huang, Xin Fu, Xiao Liu, Jifeng He

(2020), Vol. 8, pp. 443-458, IEEE transactions on cloud computing, Piscataway, N.J., C1

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Energy efficient computing task offloading strategy for deep neural networks in mobile edge computing

H Gao, X Li, B Zhou, X Liu, J Xu

(2020), Vol. 26, pp. 1607-1615, Jisuanji Jicheng Zhizao Xitong, Beijing, China, C1

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A Novel Throughput Based Temporal Violation Handling Strategy for Instance-Intensive Cloud Business Workflows

F Wang, X Liu, W Zhang, C Zhang

(2020), Vol. 1179, pp. 698-708, ICDS 2019 : Data Science : 6th International Conference, ICDS 2019, Ningbo, China, May 15-20, 2019, revised selected papers, Ningbo, China, E1

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Mobility-Aware Workflow Offloading and Scheduling Strategy for Mobile Edge Computing

J Xu, X Li, X Liu, C Zhang, L Fan, L Gong, J Li

(2020), pp. 184-199, ICA3PP 2019 : Algorithms and architectures for parallel processing : 19th International Conference, ICA3PP 2019, Melbourne, VIC, Australia, December 9-11, 2019, Proceedings, Melbourne, Victoria, E1

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Verification of Microservices Using Metamorphic Testing

G Luo, X Zheng, H Liu, R Xu, D Nagumothu, R Janapareddi, E Zhuang, X Liu

(2020), Vol. 11944, pp. 138-152, ICA3PP 2019 : Proceedings of the 13th Algorithms and Architecture for Parallel Processing 2019 Conference., Melbourne, Vic., E1

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BlockMeds: a Blockchain-based online prescription system with privacy protection

M He, X Han, F Jiang, R Zhang, X Liu, X Liu

(2020), Vol. 12019, pp. 299-303, ICSOC 2019 : Proceedings of the 17th International Conference on Service-Oriented Computing 2019, Toulouse, France, E1

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Graph4Edge: a graph-based computation offloading strategy for Mobile-Edge workflow applications

Lingmin Fan, Xiao Liu, Xuejun Li, Dong Yuan, Jia Xu

(2020), pp. 1-4, PerCom Workshops : Proceedings of the 2020 IEEE International Conference on Pervasive Computing and Communications Workshops, Austin, Texas, E1

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FengHuoLun: a federated learning based Edge Computing platform for Cyber-Physical Systems

Chong Zhang, Xiao Liu, Xi Zheng, Rui Li, Huai Liu

(2020), pp. 1-4, PerCom Workshops : Proceedings of the 2020 IEEE International Conference on Pervasive Computing and Communications Workshops, Austin, Texas, E1

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TDD4Fog: a test-driven software development platform for fog computing systems

R Li, X Liu, X Zheng, C Zhang, H Liu

(2020), pp. 673-676, CCGRID 2020 : Proceedings of the 20th IEEE/ACM International Symposium on Cluster, Cloud and Internet Computing, Melbourne, Vic., E1

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A Spatial and Sequential Combined Method for Web Service Classification

X Wang, J Liu, X Liu, X Cui, H Wu

(2020), Vol. 12317, pp. 764-778, APWeb-WAIM 2020 : Proceedings of the 4th Asia-Pacific and Web-Age Information Management International Joint Conference on Web and Big Data, Tianjin, China, E1

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A Novel Dual-Graph Convolutional Network based Web Service Classification Framework

Xin Wang, Jin Liu, Xiao Liu, Xiaohui Cui, Hao Wu

(2020), pp. 281-288, ICWS 2020 : Proceedings of the 2020 IEEE International Conference on Web Services, Beijing, China, E1

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Edge4Sys: A Device-Edge Collaborative Framework for MEC based Smart Systems

H Gao, Y Xu, X Liu, J Xu, T Chen, B Zhou, R Li, X Li

(2020), pp. 1252-1254, ASE 2020 : Proceedings of the 35th IEEE/ACM International Conference on Automated Software Engineering, Online from Melbourne, Victoria, E1

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Detecting and Explaining Self-Admitted Technical Debts with Attention-based Neural Networks

X Wang, J Liu, L Li, X Chen, X Liu, H Wu

(2020), pp. 871-882, ASE 2020 : Proceedings of the 35th IEEE/ACM International Conference on Automated Software Engineering, Online from Melbourne, Victoria, E1

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Express: An Energy-Efficient and Secure Framework for Mobile Edge Computing and Blockchain based Smart Systems

J Xu, X Liu, X Li, L Zhang, Y Yang

(2020), pp. 1283-1286, ASE 2020 : Proceedings of the 35th IEEE/ACM International Conference on Automated Software Engineering, Online from Melbourne, Victoria, E1

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Edge4Real: A cost-effective edge computing based human behaviour recognition system for human-centric software engineering

Di Shao, Xiao Liu, Ben Cheng, Owen Wang, Thuong Hoang

(2020), pp. 1287-1291, ASE2020 : Proceedings of the 35th IEEE/ACM International Conference on Automated Software Engineering, Melbourne, Victoria - Virtual Event Australia, E1

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Reducing delay penalty of multiple concurrent software projects based on overtime planning

Wei Zhang, Yun Yang, Xiao Liu

(2020), pp. 1-6, ASE 2020 : Proceedings of the 35th IEEE/ACM International Conference on Automated Software Engineering, Online from Melbourne, Victoria, E1

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Scaleplus: towards fast scaling of distributed streaming dataflows

Z Zong, L Wen, X Liu, L Lin, C Qian, L Lin

(2020), pp. 260-268, ISPA-BDCloud-SocialCom-SustainCom 2020 : Proceedings of the 2020 IEEE International Symposium on Parallel and Distributed Processing with Applications, 2020 IEEE International Conference on Big Data and Cloud Computing, 2020 IEEE International Symposium on Social Computing and Networking and 2020 IEEE International Conference on Sustainable Computing and Communications, Exeter, England, E1

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2019

SmartVM: a SLA-aware microservice deployment framework

T Zheng, X Zheng, Y Zhang, Y Deng, E Dong, R Zhang, X Liu

(2019), Vol. 22, pp. 275-293, World Wide Web, C1

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Service matchmaking for Internet of Things based on probabilistic topic model

Y Liu, T Zhu, Y Jiang, X Liu

(2019), Vol. 94, pp. 272-281, Future Generation Computer Systems, C1

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Prediction of collective actions using deep neural network and species competition model on social media

W Yang, X Liu, J Liu, X Cui

(2019), Vol. 22, pp. 2379-2405, World Wide Web, C1

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Is deep learning better than traditional approaches in tag recommendation for software information sites?

P Zhou, J Liu, X Liu, Z Yang, J Grundy

(2019), Vol. 109, pp. 1-13, Information and software technology, Amsterdam, The Netherlands, C1

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A novel workflow-level data placement strategy for data-sharing scientific cloud workflows

Xuejun Li, Lei Zhang, Yang Wu, Xiao Liu, Erzhou Zhu, Huikang Yi, Futian Wang, Cheng Zhang, Yun Yang

(2019), Vol. 12, pp. 370-383, IEEE transactions on services computing, Piscataway, N.J., C1

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On Improving the accuracy with Auto-Encoder on Conjunctivitis

W Li, X Liu, J Liu, P Chen, S Wan, X Cui

(2019), Vol. 81, Applied Soft Computing Journal, C1

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Diabetic complication prediction using a similarity-enhanced latent Dirichlet allocation model

S Ding, Z Li, X Liu, H Huang, S Yang

(2019), Vol. 499, pp. 12-24, Information sciences, Amsterdam, The Netherlands, C1

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An energy-efficient and deadline-aware task offloading strategy based on channel constraint for mobile cloud workflows

Y Wang, L Wu, X Yuan, X Liu, X Li

(2019), Vol. 7, pp. 69858-69872, IEEE access, Piscataway, N.J., C1

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Energy efficient multi-resource computation offloading strategy in mobile edge computing

J Xu, X Li, R Ding, X Liu

(2019), Vol. 25, pp. 954-961, Jisuanji Jicheng Zhizao Xitong/Computer integrated manufacturing systems, CIMS, Beijing, China, C1

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A survey on multimodal data-driven smart healthcare systems: approaches and applications

Qiong Cai, Hao Wang, Zhenmin Li, Xiao Liu

(2019), Vol. 7, pp. 133583-133599, IEEE Access, Piscataway, Pa., C1

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COMEC: computation offloading for video-based heart rate detection APP in mobile edge computing

X Li, R Ding, X Liu, W Yan, J Xu, H Gao, X Zheng

(2019), pp. 1038-1039, ISPA/IUCC/BDCloud/SocialCom/SustainCom : Proceedings of the 16th IEEE International Symposium on Parallel and Distributed Processing with Applications, 17th IEEE International Conference on Ubiquitous Computing and Communications, 8th IEEE International Conference on Big Data and Cloud Computing, 11th IEEE International Conference on Social Computing and Networking and 8th IEEE International Conference on Sustainable Computing and Communications 2018, Melbourne, Vic., E1

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A cost-effective time-constrained multi-workflow scheduling strategy in fog computing

R Ding, X Li, X Liu, J Xu

(2019), Vol. 11434, pp. 194-207, ICSOC 2018 : Proceedings of the 2018 International Conference on Service-Oriented Computing, Hangzhou, China, E1

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Data placement cost optimization and load balancing for online social networks

Y Yang, X Li, H Khalajzadeh, X Liu, X Ji, F Qian

(2019), pp. 162-167, CBD 2019 : Proceedings of the 2019 Seventh International Conference on Advanced Cloud and Big Data, Suzhou, China, E1

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FogWorkflowSim: An automated simulation toolkit for workflow performance evaluation in fog computing

X Liu, L Fan, J Xu, X Li, L Gong, J Grundy, Y Yang

(2019), pp. 1114-1117, ASE 2019 : Proceedings of the 34th IEEE/ACM International Conference on Automated Software Engineering, San Diego, California, E1

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2018

An Algorithm for Finding the Minimum Cost of Storing and Regenerating Datasets in Multiple Clouds

D Yuan, L Cui, W Li, X Liu, Y Yang

(2018), Vol. 6, pp. 519-531, IEEE Transactions on Cloud Computing, C1-1

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Group recommendation based on a bidirectional tensor factorization model

J Wang, Y Jiang, J Sun, Y Liu, X Liu

(2018), Vol. 21, pp. 961-984, World Wide Web, C1

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Predicting temporal violations for parallel business cloud workflows

H Luo, J Liu, X Liu, Y Yang

(2018), Vol. 48, pp. 775-795, Software: practice and experience, Chichester, Eng., C1

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Efficient dynamic service maintenance for edge services

Y Zhang, J Li, Z Zhou, X Liu

(2018), Vol. 6, pp. 8829-8840, IEEE Access, C1

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Soft error-aware energy-efficient task scheduling for workflow applications in DVFS-enabled cloud

T Wu, H Gu, J Zhou, T Wei, X Liu, M Chen

(2018), Vol. 84, pp. 12-27, Journal of systems architecture, Amsterdam, The Netherlands, C1

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Decision support for project rescheduling to reduce software development delays based on ant colony optimization

W Zhang, Y Yang, X Liu, C Zhang, X Li, R Xu, F Wang, M Babar

(2018), Vol. 11, pp. 894-910, International Journal of Computational Intelligence Systems, C1

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A sufficient and necessary temporal violation handling point selection strategy in cloud workflow

R Xu, Y Wang, H Luo, F Wang, Y Xie, X Liu, Y Yang

(2018), Vol. 86, pp. 464-479, Future Generation Computer Systems, C1

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FastTagRec: fast tag recommendation for software information sites

J Liu, P Zhou, Z Yang, X Liu, J Grundy

(2018), Vol. 25, pp. 675-701, Automated software engineering, New York, N.Y., C1

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Self-adaptive k-means based on a covering algorithm

Y Zhang, Y Zhou, X Guo, J Wu, Q He, X Liu, Y Yang

(2018), Vol. 2018, Complexity, C1

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Checkpoint selection for instance-intensive business workflow

F Wang, Y Li, C Zhang, Y Zhang, X Liu, Y Yang

(2018), Vol. 24, pp. 1759-1766, Computer Integrated Manufacturing Systems, CIMS, [Unknown], C1

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Predicting ICU mortality by supervised bidirectional LSTM networks

Y Zhu, X Fan, J Wu, X Liu, J Shi, C Wang

(2018), Vol. 2142, pp. 49-60, AIH 2018 : Proceedings of the First Joint Workshop on AI in Health 2018, Stockholm, Sweden, E1

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CommuteShare: a ridesharing service for daily commuters using cross-domain urban big data

X Fan, C Xu, F Tang, J Qi, X Liu, L Chen, C Wang

(2018), pp. 298-301, IEEE ICWS 2018 : Proceedings of the International Conference on Web Services, San Francisco, Calif., E1

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Sliding-window based propagation-aware temporal verification for monitoring parallel cloud business workflows

Y Wang, R Xu, F Wang, H Luo, M Wang, X Liu

(2018), pp. 449-454, CSCWD 2018 : 2018 IEEE 22nd International Conference on Computer Supported Cooperative Work in Design, Nanjing, China, E1

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Adaptive temporal verification and violation handling for time-constrained business cloud workflows

H Luo, X Liu, J Liu, B Han, Y Yang

(2018), Vol. 11236, pp. 90-99, ICSOC 2018 : Service-Oriented Computing. Proceedings of 16th International Conference, Hangzhou, China, E1

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2017

A two-stage service replica strategy for business process efficiency optimization in Community cloud

H Luo, J Liu, X Liu

(2017), Vol. 26, pp. 80-87, Chinese journal of electronics, Stevenage, Eng., C1

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A novel collective matrix factorization model for recommendation with fine-grained social trust prediction

J Wang, S Zhang, X Liu, Y Jiang, M Zhang

(2017), Vol. 29, Concurrency and Computation: Practice and Experience, Chengdu, PEOPLES R CHINA, C1

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The Bayesian Network based program dependence graph and its application to fault localization

X Yu, J Liu, Z Yang, X Liu

(2017), Vol. 134, pp. 44-53, Journal of systems and software, New York, N.Y., C1

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A novel fine-grained user trust relation prediction for improving recommendation accuracy

S Zhang, X Liu, Y Jiang, M Zhang

(2017), pp. 164-171, CBD 2016 : Proceedings of the 2016 International Conference on Advanced Cloud and Big Data, Chengdu, China, E1

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PaaS - black or white: an investigation into software development model for building retail industry SaaS

V Pham, X Liu, X Zheng, M Fu, S Deshpande, W Xia, R Zhou, M Abdelrazek

(2017), pp. 285-287, ICSE 2017 : Proceedings of the 39th International Conference on Software Engineering, Buenos Aires, Argentina, E1

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Let smart ants help you reduce the delay penalty of multiple software projects

W Zhang, X Liu, Y Yang

(2017), pp. 271-273, ICSE-C 2017 : Proceedings of the IEEE/ACM 39th International Conference on Software Engineering Companion, Buenos Aires, Argentina, E1

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BigVM: a multi-layer-microservice-based platform for deploying SaaS

T Zheng, Y Zhang, X Zheng, M Fu, X Liu

(2017), pp. 45-50, CBD 2017 : Proceedings of the 5th International Conference on Advanced Cloud and Big Data, Shanghai, China, E1

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Unlicensed taxis detection service based on large-scale vehicles mobility data

Y Wang, X Fan, X Liu, C Zheng, L Chen, C Wang, J Li

(2017), pp. 857-861, ICWS 2017 : Proceedings of the 2017 IEEE 24th International Conference on Web Services, Honolulu, Hawaii, E1

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Propagation-aware temporal verification for parallel business cloud workflows

H Luo, X Liu, J Liu, Y Yang

(2017), pp. 106-113, ICWS 2017 : Proceedings of the 2017 IEEE 24th International Conference on Web Services, Honolulu, Hawaii, E1

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SmartVM: A multi-layer microservice-based platform for deploying SaaS

X Zheng, J Jiang, Y Zhang, Y Deng, M Fu, T Zheng, X Liu

(2017), pp. 470-474, ISPA/IUCC 2017 : Proceedings of the 2017 IEEE International Symposium on Parallel and Distributed Processing with Applications and IEEE International Conference on Ubiquitous Computing and Communications Combined Conference, Guangzhou, China, E1

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2016

Workflow temporal verification for monitoring parallel business processes

X Liu, D Wang, D Yuan, F Wang, Y Yang

(2016), Vol. 28, pp. 286-302, Journal of software: evolution and process, Chichester, England, C1

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A novel datacenter-oriented data placement strategy of scientific workflow in hybrid cloud

X Li, Y Wu, X Liu, H Cheng, E Zhu, Y Yang

(2016), Vol. 27, pp. 1861-1875, Ruan jian xue bao/Journal of software, Beijing, China, C1-1

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Identifying social influence in complex networks: a novel conductance eigenvector centrality model

X Li, Y Liu, Y Jiang, X Liu

(2016), Vol. 210, pp. 141-154, Neurocomputing, Amsterdam, The Netherlands, C1

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A Dynamic Pricing Reverse Auction-Based Resource Allocation Mechanism in Cloud Workflow Systems

X Li, R Ding, X Liu, X Liu, E Zhu, Y Zhong

(2016), Vol. 2016, Scientific Programming, C1

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A novel framework for semantic entity identification and relationship integration in large scale text data

D Wang, X Liu, H Luo, J Fan

(2016), Vol. 64, pp. 198-210, Future Generation Computer Systems, C1-1

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An effective energy testing framework for cloud workflow activities

Z Zhao, X Liu, J Li, K Zhang, J Liu

(2016), Vol. 602, pp. 89-105, Process-Aware Systems. PAS 2015, Hangzhou, China, E1-1

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Exploring the effectiveness of true abnormal data elimination in context-aware web services recommendation

X Fan, Y Wang, Y Hu, Y Ma, X Liu

(2016), pp. 300-307, ICWS 2016 : Proceedings of the IEEE International Conference on Web Services, San Francisco, California, E1

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Where to fix temporal violations: a novel handling point selection strategy for business cloud workflows

H Luo, X Liu, J Liu, F Wang

(2016), pp. 155-162, 2016 IEEE International Conference on Services Computing (SCC 2016), San Francisco, Calif, E1

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Bayesian network based program dependence graph for fault localization

X Yu, J Liu, Z Yang, X Liu, X Yin, S Yi

(2016), pp. 181-188, ISSREW 2016 : Proceedings of the 2016 IEEE International Symposium on Software Reliability Engineering Workshops, Ottawa, Ont., E1

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User role analysis in online social networks based on dirichlet process mixture models

F Du, Y Liu, X Liu, J Sun, Y Jiang

(2016), pp. 172-177, CBD 2016 : Proceedings of the International Conference on Advanced Cloud and Big Data 2016, Chengdu, China, E1

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A Novel APPs Recommendation Algorithm Based on APPs Popularity and User Behaviors

Yezheng Liu, Fei Du, Yuanchun Jiang, Xiao Liu, Qiudan Wang

(2016), pp. 584-589, DSC 2016 : Proceedings of the IEEE First International Conference on Data Science in Cyberspace : DSC 2016 : proceedings : Changsha, Hunan, China, 13-16 June 2016, Changsha, China, E1

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2015

Time-series pattern based effective noise generation for privacy protection on cloud

G Zhang, X Liu, Y Yang

(2015), Vol. 64, pp. 1456-1469, IEEE transactions on computers, Piscataway, N.J., C1-1

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Necessary and sufficient checkpoint selection for temporal verification of high-confidence cloud workflow systems

F Wang, X Liu, Y Yang

(2015), Vol. 58, pp. 1-16, Science China information sciences, Berlin, Germany, C1-1

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Dynamic on-the-fly minimum cost benchmarking for storing generated scientific datasets in the cloud

D Yuan, X Liu, Y Yang

(2015), Vol. 64, pp. 2781-2795, IEEE transactions on computers, Piscataway, N.J., C1-1

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Power consumption prediction of web services for energy-efficient service selection

J Liu, J Jiang, X Cui, W Yang, X Liu

(2015), Vol. 19, pp. 1063-1073, Personal and ubiquitous computing, Berlin, Germany, C1-1

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Temporal verification for scientific cloud workflows: State-of-the-art and research challenges

Q Wang, X Liu, Z Zhao, F Wang

(2015), Vol. 495, pp. 59-74, PAS 2014 : Communications in Computer and Information Science : Proceedings of the Process-Aware Systems 2014 International Workshop, Shanghai, China, E1-1

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Energy consumption prediction based on time-series models for CPU-intensive activities in the cloud

J Li, X Liu, Z Zhao, J Liu

(2015), Vol. 9531, pp. 756-769, ICA3PP 2015 : Proceedings of the algorithms and architectures for parallel processing 2015 conference, part 4, Zhangjiajie, China, E1

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A novel APP recommendation method based on SVD and social influence

X Liu, Q Wang, S Zhang, Y Jiang, F Du, Y Yue, Y Liang

(2015), Vol. 9529, pp. 269-281, ICA3PP 2015 : Proceedings of the 15th International Conference on Algorithms and Architectures for Parallel Processing, Zhangjiajie, China, E1-1

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Big data analytics and visualization with spatio-temporal correlations for traffic accidents

X Fan, B He, C Wang, J Li, M Cheng, H Huang, X Liu

(2015), Vol. 9529, pp. 255-268, ICA3PP 2015 : Proceedings of the 2015 International Conference on Algorithms and Architectures for Parallel Processing, Zhangjiahjie, China, E1

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An epidemic model based temporal violation prediction strategy for large batch of parallel business cloud workflows

H Luo, J Liu, X Liu, F Wang

(2015), pp. 182-189, DSDIS 2015: Proceedings of the IEEE Data Science and Data Intensive Systems 2015 International Conference, Sydney, NSW, E1

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Ant colony algorithm based scheduling for handling software project delay

W Zhang, Y Yang, J Xiao, X Liu, M Babar

(2015), Vol. 2015 August, pp. 52-56, ICSSP 2015 : Proceedings of the 2015 International Conference on Software and Systems Process, Tallinn, Estonia, E1-1

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A mapreduce reinforced distributed sequential pattern mining algorithm

X Yu, J Liu, X Liu, C Ma, B Li

(2015), Vol. 9529, pp. 183-197, ICA3PP 2015 : Proceedings of the 15th International Conference on Algorithms and Architectures for Parallel Processing, Part 2, Zhangjiajie, China, E1-1

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Variation-aware resource allocation evaluation for cloud workflows using statistical model checking

S Huang, M Chen, X Liu, D Du, X Chen

(2015), pp. 201-208, BdCloud 2014 : Proceedings of the 4th IEEE International Conference on Big Data and Cloud Computing, Sydney, New South Wales, E1-1

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2014

Do we need to handle every temporal violation in scientific workflow systems?

X Liu, Y Yang, D Yuan, J Chen

(2014), Vol. 23, pp. 1-34, ACM transactions on software engineering and methodology, USA, C1-1

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A novel deadline assignment strategy for a large batch of parallel tasks with soft deadlines in the cloud

X Liu, D Wang, D Yuan, Y Yang

(2014), pp. 51-58, HPCC & EUC 2013 : Proceedings of the 10th IEEE International Joint Conference on High Performance Computing and Communications and Embedded and Ubiquitous Computing, Xhangjiajie, Cina, E1-1

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Queueing theory based service replica strategy for business process efficiency optimization in community cloud

H Luo, X Liu, J Liu

(2014), pp. 83-90, CCBD 2014 :Proceedings of the International Conference on Cloud Computing and Big Data, Wuhan, China, E1-1

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Temporal verification for business cloud workflows: open research issues

Z Zhao, F Wang, X Fan, X Liu

(2014), pp. 33-40, SKG 2014 : Proceedings of the 2014 10th International Conference on Semantics, Knowledge and Grids, Beijing, China, E1-1

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Cloud data management for scientific workflows: research issues, methodologies, and state-of-the-art

D Yuan, L Cui, X Liu

(2014), pp. 21-28, SKG 2014 : Proceedings of the 2014 10th International Conference on Semantics, Knowledge and Grids, Beijing, China, E1-1

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Report: The process model matching contest 2013

U Cayoglu, R Dijkman, M Dumas, P Fettke, L García-Bañuelos, P Hake, C Klinkmüller, H Leopold, A Ludwig, P Loos, J Mendling, A Oberweis, A Schoknecht, E Sheetrit, T Thaler, M Ullrich, I Weber, M Weidlich

(2014), Vol. 171 171 LNBIP, pp. 442-463, Lecture Notes in Business Information Processing, E1-1

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Logistics scheduling based on cloud business workflows

R Xu, X Liu, Y Xie, F Wang, C Zhang, Y Yang

(2014), pp. 29-34, CSCWD 2014 : Proceedings of the Computer Supported Cooperative Work in Design 2014 Conference, Hsinchu, Taiwan, E1-1

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Throughput based temporal verification for monitoring large batch of parallel processes

X Liu, D Wang, D Yuan, F Wang, Y Yang

(2014), pp. 124-133, ICSSP 2014 : Proceedings of the Software and Systems Process 2014 Conference, Nanjing, China, E1-1

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A Gaussian fields based mining method for semi-automating staff assignment in workflow application

R Xu, X Liu, Y Xie, D Yuan, Y Yang

(2014), pp. 178-182, ICSSP 2014 : Proceedings of the Software and Systems Process 2014 Conference, Nanjing, China, E1-1

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A novel quantitative evaluation approach for software project schedules using statistical model checking

D Du, M Chen, X Liu, Y Yang

(2014), pp. 476-479, ICSE 2014 : Proceedings of the 36th International Conference on Software Engineering, Hyderabad, India, E1-1

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Efficient two-phase approaches for branch-and-bound style resource constrained scheduling

M Chen, F Gu, L Zhou, G Pu, X Liu

(2014), pp. 162-167, VLSID 2014 : Proceedings of the 2014 27th International Conference on VLSI Design and 2014 13th International Conference on Embedded Systems, Mumbai, India, E1-1

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2013

A highly practical approach toward achieving minimum data sets storage cost in the cloud

D Yuan, Y Yang, X Liu, W Li, L Cui, M Xu, J Chen

(2013), Vol. 24, pp. 1234-1244, IEEE transactions on parallel and distributed systems, Piscataway, N.J., C1-1

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A market-oriented hierarchical scheduling strategy in cloud workflow systems

Z Wu, X Liu, Z Ni, D Yuan, Y Yang

(2013), Vol. 63, pp. 256-293, Journal of supercomputing, New York, N.Y., C1-1

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Forecasting model for activity durations in cloud workflow based on chaotic time series

Z Wu, X Liu, Z Ni

(2013), Vol. 19, pp. 1920-1927, Computer Integrated Manufacturing Systems, CIMS [Jisuanji Jicheng Zhizao Xitong ], Beijing, China, C1-1

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Novel client-cloud architecture for scalable instance-intensive workflow systems

D Cao, X Liu, Y Yang

(2013), Vol. 8181, pp. 270-284, WISE 2013 : Part II : Proceedings of the 14th Internation Conference on Web Information Systems Engineering, Nanjing, China, E1-1

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An algorithm for cost-effectively storing scientific datasets with multiple service providers in the cloud

D Yuan, X Liu, L Cui, T Zhang, W Li, D Cao, Y Yang

(2013), pp. 285-292, eScience 2013 : Proceedings of the 2013 IEEE 9th International Conference on eScience, Beijing, China, E1-1

conference

Selecting checkpoints along the time line: a novel temporal checkpoint selection strategy for monitoring a batch of parallel business processes

X Liu, Y Yang, D Cao, D Yuan

(2013), pp. 1281-1284, ICSE 2013 : Proceedings of the 35th International Conference on Software Engineering, San Francisco, California, E1-1

conference

A DT-SVM strategy for stock futures prediction with big data

D Wang, X Liu, M Wang

(2013), pp. 1005-1012, CSE 2013 : Proceedings of the 16th IEEE International Conference on Computational Science and Engineering, Sydney, New South Wales, E1-1

conference

Extracting the semantic content of web pages via repeated structures

Z He, H Luo, J Fan, X Liu

(2013), pp. 1-6, ICME 2013 : Proceedings of the IEEE International Conference on Multimedia and Expo, San Jose, California, E1-1

conference

Semantic entity identification in large scale data via statistical features and DT-SVM

D Wang, X Liu, H Luo, J Fan

(2013), Vol. 8180, pp. 354-367, WISE 2013 : Proceedings of the 14th International Conference on Web Information Systems Engineering, Part 1, Nanjing, China, E1-1

conference

The design of a workflow recommendation system for workflow as a service in the cloud

D Wang, X Liu, Z He, X Fan

(2013), Vol. 171, pp. 251-263, BPM 2013 : Proceedings of the 2013 Business Process Management International Conference, Beijing, China, E1-1

conference
2012

Temporal QOS Management in Scientific Cloud Workflow Systems

X Liu, X Liu, Y Yang, Y Yang, J Chen, J Chen

(2012), A1-1

book

The design of cloud workflow systems

X Liu, D Yuan, G Zhang, W Li, D Cao, Q He, J Chen, Y Yang

(2012), A1-1

book

A data dependency based strategy for intermediate data storage in scientific cloud workflow systems

D Yuan, Y Yang, X Liu, G Zhang, J Chen

(2012), Vol. 24, pp. 956-976, Concurrency computation : practice and experience, Chichester, Eng., C1-1

journal article

A time-series pattern based noise generation strategy for privacy protection in cloud computing

G Zhang, Y Yang, X Liu, J Chen

(2012), pp. 458-465, CCGrid 2012 : Proceedings of the 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing, Ontario, Canada, E1-1

conference

Managing large numbers of business processes with cloud workflow systems

X Liu, Y Yang, D Cao, D Yuan, J Chen

(2012), Vol. 127, pp. 33-42, AusPDC 2012 : Proceedings of the Tenth Australasian Symposium on Parallel and Distributed Computing, Melbourne, Vic., E1-1

conference
2011

Computation and storage trade-off for cost-effectively storing scientific datasets in the cloud

D Yuan, Y Yang, X Liu, J Chen

(2011), pp. 129-153, Handbook of data intensive computing, New York, N.Y., B1-1

book chapter

A probabilistic strategy for temporal constraint management in scientific workflow systems

X Liu, Z Ni, J Chen, Y Yang

(2011), Vol. 23, pp. 1893-1919, Concurrency computation practice and experience, Chichester, Eng., C1-1

journal article

On-demand minimum cost benchmarking for intermediate dataset storage in scientific cloud workflow systems

D Yuan, Y Yang, X Liu, J Chen

(2011), Vol. 71, pp. 316-332, Journal of Parallel and Distributed Computing, Maryland Heights, Mo., C1-1

journal article

A novel general framework for automatic and cost-effective handling of recoverable temporal violations in scientific workflow systems

X Liu, Z Ni, Z Wu, D Yuan, J Chen, Y Yang

(2011), Vol. 84, pp. 492-509, Journal of Systems and Software, C1-1

journal article

A novel statistical time-series pattern based interval forecasting strategy for activity durations in workflow systems

X Liu, Z Ni, D Yuan, Y Jiang, Z Wu, J Chen, Y Yang

(2011), Vol. 84, pp. 354-376, Journal of systems and software, Amsterdam, The Netherlands, C1-1

journal article

Preventing temporal violations in scientific workflows: where and how

X Liu, Y Yang, Y Jiang, J Chen

(2011), Vol. 37, pp. 805-825, IEEE Transactions on software engineering, Piscataway, N.J., C1-1

journal article

A local-optimisation based strategy for cost-effective datasets storage of scientific applications in the cloud

D Yuan, Y Yang, X Liu, J Chen

(2011), pp. 179-186, CLOUD 2011 : Change We Are Leading : Proceedings of the IEEE 4th International Conference on Cloud Computing 2011, Washington, D.C., E1-1

conference

A generic QoS framework for cloud workflow systems

X Liu, Y Yang, D Yuan, G Zhang, W Li, D Cao

(2011), pp. 713-720, DASC 2011 : Proceedings of the IEEE 9th International Conference on Dependable, Autonomic and Secure Computing 2011, Sydney, New South Wales, E1-1

conference
2010

SwinDeW-C: a peer-to-peer based cloud workflow system

X Liu, D Yuan, G Zhang, J Chen, Y Yang

(2010), pp. 309-332, Handbook of cloud computing, Boston, Ma., B1-1

book chapter

A data placement strategy in scientific cloud workflows

D Yuan, Y Yang, X Liu, J Chen

(2010), Vol. 26, pp. 1200-1214, Future generation computer systems, Amsterdam, The Netherlands, C1-1

journal article

A compromised-time-cost scheduling algorithm in SwinDeW-C for instance-intensive cost-constrained workflows on a cloud computing platform

K Liu, H Jin, J Chen, X Liu, D Yuan, Y Yang

(2010), Vol. 24, pp. 445-456, International journal of high performance computing applications, London, Eng., C1-1

journal article

Integrating classification capability and reliability in associative classification: a β-stronger model

Y Jiang, Y Liu, X Liu, S Yang

(2010), Vol. 37, pp. 3953-3961, Expert systems with applications, Amsterdam, The Netherlands, C1-1

journal article

A cost-effective strategy for intermediate data storage in scientific cloud workflow systems

D Yuan, Y Yang, X Liu, J Chen

(2010), IPDPS 2010 : Proceedings of the 2010 IEEE International Symposium on Parallel and Distributed Processing, Atlanta, Ga., E1-1

conference

An effective framework of light-weight handling for three-level fine-grained recoverable temporal violations in scientific workflows

X Liu, Z Ni, Z Wu, D Yuan, J Chen, Y Yang

(2010), pp. 43-50, ICPADS 2010 : Proceedings of the 16th International Conference on Parallel and Distributed Systems, Shanghai, China, E1-1

conference

A revised discrete particle swarm optimization for cloud workflow scheduling

Z Wu, Z Ni, L Gu, X Liu

(2010), pp. 184-188, CIS 2010 : Proceedings of the 16th International Conference on Computational Intelligence and Security, Nanning, China, E1-1

conference

Handling recoverable temporal violations in scientific workflow systems: a workflow rescheduling based strategy

X Liu, J Chen, Z Wu, Z Ni, D Yuan, Y Yang

(2010), pp. 534-537, CCGrid 2010 : 10th IEEE/ACM International Conference on Cluster, Cloud, and Grid Computing, Melbourne, Vic., E1-1

conference
2009

Achieving on-time delivery: a two-stage probabilistic scheduling strategy for software projects

X Liu, Y Yang, J Chen, Q Wang, M Li

(2009), Vol. 5543, pp. 317-329, ICSP 2009 : Proceedings of the International Conference on Software Process : Trustworthy Software Development Processes, Vancouver, Canada, E1-1

conference
2008

CSMC: a combination strategy for multi-class classification based on multiple association rules

Y Liu, Y Jiang, X Liu, S Yang

(2008), Vol. 21, pp. 786-793, Knowledge-based systems, Amsterdam, The Netherlands, C1-1

journal article

A probabilistic strategy for setting temporal constraints in scientific workflows

X Liu, J Chen, Y Yang

(2008), Vol. 5240, pp. 180-195, BPM 2008 : Proceedings of the 6th International Conference on Business Process Management, Milan, Italy, E1-1

conference

A QSQL-based efficient planning algorithm for fully-automated service composition in dynamic service environments

K Ren, X Liu, J Chen, N Xiao, J Song, W Zhang

(2008), Vol. 2, pp. 301-308, SCC 2008 : Proceedings 2008 IEEE International Conference on Services Computing, Honolulu, Hawaii, E1-1

conference

An algorithm in SwinDeW-C for scheduling transaction-intensive cost-constrained cloud workflows

Y Yang, K Liu, J Chen, X Liu, D Yuan, H Jin

(2008), pp. 374-375, eScience 2008 : Proceedings of the 4th IEEE International Conference on eScience, Indianapolis, Ind., E1-1

conference

Funded Projects at Deakin

Australian Competitive Grants

Building resilience in at-risk rural communities through improving Media Communication on Climate Change Policies

A/Prof Xiao Liu, Dr Hilya Mudrika Arini, Dr Ming Liu, Dr Fitri Trapsilawati, A/Prof Chathu Ranaweera, A/Prof Kevin Lee, A/Prof Hassan Vally, Dr Anna Klas, Dr Adam Cardilini, Dr Yun Mulyani, Dr Arif Nurwidyantoro, Prof Catherine Bennett, Dr Yunita Sari, Dr Justin Lawson, Dr Gabi Mocatta

KONEKSI Australia-Indonesia Research Collaboration Grants

  • 2023: $175,000

Other Public Sector Funding

Multilingual COVID-19 Fake News Detection and Intervention

A/Prof Xiao Liu, A/Prof Jianxin Li

VESKI Study Melbourne Research Partnerships

  • 2022: $140,000
  • 2021: $35,000

Build Al into Edge Computing with Blockchain.

A/Prof Xiao Liu, Dr Frank Jiang

CSIRO Scholarship - Commonwealth Scientific and Industrial Research Organisation

  • 2023: $20,000
  • 2022: $4,906
  • 2021: $3,066

Industry and Other Funding

Investigating How to Build Secure and Energy-Efficient Mobile Cloud Apps

A/Prof Xiao Liu

Wisehopa Software Pty Ltd

  • 2018: $25,000
  • 2017: $25,000

Building a Secure Cloud-based Collaborative CRM System.

A/Prof Xiao Liu, Prof Gang Li

TATA Education Service Pty Ltd

  • 2019: $25,000
  • 2018: $25,000

Supervisions

No completed student supervisions to report