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Jing HE

Ph.D. Academy of Mathematics and System Science, Chinese Academy of Sciences

University of Oxford

Email: jing.he@ndcn.ox.ac.uk

Dr. Jing He was awarded a Ph.D. degree from the Academy of Mathematics and System Science, Chinese Academy of Sciences, in 2006. Before relocating to the UK, She was a Professor at Swinburne University of Technology (2018-2021) and Victoria University (2008-2018), Melbourne, Australia, and used to work at the University of Chinese Academy of Sciences, China from 2006-2008. She has been active in areas of AI-enabled new drug design, Robotics Programming, Virtual Reality, Big Data Analytics, Sensor Networks, Web Service, and some industry field such as E-Health, Petroleum Exploration and Development, and water resource management. She has published over 200 research papers in refereed international journals and conference proceedings, including Information Systems, Information Science, ACM transaction on Internet Technology (TOIT), IEEE Transaction on Knowledge and Data Engineering (TKDE), Plos One, The Computer Journal, Computers and Mathematics with Applications, Concurrency and Computation: Practice and Experience. She received over 20 million in research funds from ARC DECRA, ARC Discovery, ARC Linkage, Youth Science Fund of the Chinese Academy of Sciences, National Science Foundation of China, etc. She served on three program committees of international conferences: AAAI, IJCAI, the International Conference on Web Intelligence (WI-IAT), the International Conference on Computational Science (ICCS), The IEEE International Conference on Data Mining (ICDM), and the International Symposium on Knowledge and Systems Science (KSS), as well as the program chair of HIS 2011, 2012 and 2013 conference and workshop co-chair on WISE 2012, HIS 2012, APWeb 2008, WI 2009, MCDM 2009, etc. In addition, she has been serving as an external reviewer for several international journals and conferences, such as Management Science, The Computer Journal, IEEE Transaction on Systems, Man, Cybernetics, International Journal of Information Technology and Decision Making, Journal of Management Review (in Chinese), Decision Support System, Science (in China), AAAI, IJCAI, WISE, ICCS, ICDM, KSS, APWeb, PAKDD, etc. She is currently an adjunct professor at the Chinese Academy of Science and Nanjing University of Posts and Telecommunications.

Selected Publications

Refereed Journal Papers

  1. Zhiwang Zhang, Jing He, Jie Cao, Shuqing Li, Maximum Decentral Projection Margin Classifier for High Dimension and Low Sample Size problems, Neural Networks, Doi: https://www.sciencedirect.com/science/article/pii/S0893608022004130?dgcid=coauthor

  2. Jing He, Jiao Tian, Yuanyuan Wu, Xinyi Cai, Kai Zhang, Mengjiao Guo, Hui Zheng, Junfeng Wu, Yimu Ji, An Efficient Solution to Detect Common Topologies in Money Launderings based on Coupling and Connection, IEEE Intelligent Systems, doi: 10.1109/MIS.2021.3057590.

  3. Weibei Fan, Jing He, Ruchuan Wang, Zhijie Han, Peng Li, Intelligent Resource Scheduling Based on Locality Principle in Data Center Networks, IEEE Communications Magazine, 58(10):94 - 100, DOI: 10.1109/MCOM.001.1900324.

  4. Youquan Wang, Jie Cao, Jing He, Predicting Grain Losses and Waste Rate along The Entire Chain: A Multi-Task Multi-GRU-Autoencoder Based Method, IEEE Transactions on Industrial Informatics, Print ISSN: 1551-3203, Online ISSN: 1941-0050, Digital Object Identifier: 10.1109/TII.2020.3030709. (accepted Oct. 2020, Impact Factor: 9.382)

  5. Zhijun Xie, Guangyan Huang, Roozbeh Zarei, Zhenyan Ji, Hongwu Ye, Jing He, A Novel Nest-Based Scheduling Method for Mobile Wireless Body Area Networks, Digital Communications and Networks. (Impact Factor: 5.382)

  6. Guang-Li Huang, Ke Deng, Jing He, Cognitive Traffic anomaly Prediction from GPS Trajectories using Visible Outlier Indexes and Meshed Spatiotemporal Neighborhoods, Cognitive computation, 12：967-978, DOI 10.1007/s12559-020-09735-3.

  7. Hao Lan Zhang, Sanghyuk Lee, Xingsen Li, Jing He, EEG Self-Adjusting Data Analysis Based on Optimized Sampling for Robot Control, Electronics 2020, 9(6), 925; https://doi.org/10.3390/electronics9060925

  8. Zhiwang Zhang, Guangxia Gao, Yao Yao, Jing He, Yingjie Tian, An interpretable regression approach based on bi-sparse optimization, Applied Intelligence 50, 4117–4142 (2020). https://doi.org/10.1007/s10489-020-01687-3

  9. Guangli Huang, Jing He, Zenglin Xu, A Combination Model Based on Transfer Learning For Waste Classification, Concurrency and Computation: Practice and Experience, Article DOI: 10.1002/cpe.5751

  10. Weibei Fan, Jing He, Zhijie Han, Peng Li, Ruchuan Wang, Reconfigurable Fault-tolerance Mapping of Ternary N-cubes onto Chips, Concurrency and Computation: Practice and Experience. DOI: 10.1002/ cpe5659

  11. Haichang Yao, Yimu Ji, Kui Li, Shangdong Liu, Jing He，Ruchuan Wang, HRCM: An Efficient Hybrid Referential Compression Method for Genomic Big Data, BioMed Research International, Volume 2019, Article ID 3108950, 13 pages, https://doi.org/10.1155/2019/3108950.

  12. Xiancheng Wang, Wei Li, Roozbeh Zarei, Jing He, Active Contours with Local and Global Energy Based-on Fuzzy Clustering and Maximum a Posterior Probability for Retinal Vessel Detection, Concurrency and Computation: Practice and Experience, DOI: 10.1002/cpe.5599

  13. Yimu Ji, Dianchao Zhang, Yongge Yuan, Hangdong Liu, Roozbeh Zarei, Jing He, A Novel Flash P2P Network Traffic Prediction Algorithm Based On ELMD And GARCH, International Journal of Information Technology and Decision Making. https://doi.org/10.1142/S0219622019500469

  14. Hui Zheng, Peng Li, Qing Liu, Jinjun Chen, Guangli Huang, Junfeng Wu, Yun Xue, Jing He, Dual Incremental Fuzzy Schemes for Frequent itemsets Discovery in Streaming Numeric Data, Information Sciences. https://doi.org/10.1016/j.ins.2019.11.023.

  15. Junfeng Wu, Jing He, Chi-Huang Chi, Guangyan Huang, Absorbing Digonal Algorithm: an Eignensolver of Complexity at Precison, IEEE Transactions on Knowledge and Data Engineering, Digital Object Identifier: 10.1109/TKDE.2019.2949309

  16. Weibei Fan, Jing He, Peng Li, Zhijie Han, Ruchuan Wang, Privacy Preserving Classification on Local Differential Privacy in Data Centers, Journal of Parallel and Distributed Computing, DOI: 10.1016/j.jpdc.2019.09.009.

  17. Guang-Li Huang, Ke Deng, Zhijun Xie, Jing He, Intelligent Pseudo Location Recommendation for Protecting Personal Location Privacy, Guangli Huang, Concurrency and Computation Practice and Experience. https://doi.org/10.1002/cpe.5435.

  18. Roozbeh Zarei, Jing He, Siuly Siuly, Guangyan Huang, Yanchun Zhang, Exploring Douglas-Peucker Algorithm in the Detection of Epileptic Seizure from Multi-category EEG Signals, BioMed Research International.

  19. Najmeh Samadiani, Guangyan Huang, Borui Cai, Wei Luo, Chi-Hung Chi, Yong Xiang, Jing He, A Review on Automatic Facial Expression Recognition Systems Assisted by Multimodal Sensor Data, Sensors.

  20. Jing He, Jinjun Chen, Guangyan Huang, Jie Cao, Zhiwang Zhang, Hui Zheng, Peng Zhang, Roozbeh Zarei, Ferry Sansoto, Ruchuan Wang, Yimu Ji, Weibei Fan, Zhijun Xie, Xiancheng Wang, Mengjiao Guo, Chi-Hung Chi, PauloA.de Souza, Jiekui Zhang, Youtao Li, Xiaojun Chen, Yong Shi, David Green, Taraporewalla Kersi, André Van Zundert, Polynomial-time Algorithm for Simple Undirected Graph Isomorphism, Concurrency and Computation Practice and Experience. https://doi.org/10.1002/cpe.5484

  21. Zhiwang Zhang, Jing He, Guangxia Gao, Yingjie Tian: Bi-sparse optimization-based least squares regression. Appl. Soft Comput. 77: 300-315 (2019)

  22. Wei-Hao Dong, Zhen-Jiang Zhang, Jing He, Bo Shen, Services Preloading Scheme Based on Improved Threshold-PST in IOV, Journal of Computers, 30(1):1-12, 2019.

  23. F. Susanto, T. Gillard, P. Souza Jr., B. Vincent, S. Budi1, A. Almeida, G. Pessin, H. Arruda, R. Williams, U. Engelke, P. Marendy, P. Hirsch, Jing He, Addressing RFID Misreadings to Better Infer Bee Hive Activity，IEEE Access. (Impact Factor: 3.244, Accepted May, 2018)

  24. H. Zheng, J. He, G. Huang, H. Wang, Dynamic Optimisation Based Fuzzy Association Rule Mining Method, International Journal of Machine Learning and Cybernetics. DOI：10.1007/s13042-018-0806-9

  25. D. Qin, X. Zhou, W. Zhou, N. Kito, G. Huang, J. He, MSIM: A Change Detection Framework for Damage Assessment in Natural Disasters, Expert Systems With Applications, DOI: 10.1016/j.eswa.2017.12.038

  26. Z. Zhang, J. He, G. Gao, Tian Yingjie, Sparse Multi-criteria Optimization Classifier for Credit Risk Evaluation. Soft Computing, DOI:10.1007/s00500-017-2953-4.

  27. R. Zarei, Jing He, S. Siuly, Y. Zhang, A PCA aided cross-covariance scheme for discriminative feature extraction from EEG signals. Computer Methods and Programs in Biomedicine 146: 47-57 (2017). (ISI Impact factor 1.86, ERA A*, SNIP 1.492)

  28. A. Ulhaq, X. Yin, Jing He, Y. Zhang, On Space-time Filtering framework for Matching Human Actions across Different Viewpoints, IEEE Transactions on Image Processing, DOI: 10.1109/TIP.2017.2765821.

  29. A. Ul Haq, X. Yin, J. He, Y. Zhang: FACE: Fully Automated Context Enhancement for night-time video sequences. J. Visual Communication and Image Representation 40: 682-693 (2016)

  30. F. Susanto, P. A. de Souza Junior, J. He: Spatiotemporal Interpolation for Environmental Modelling. Sensors 16(8): 1245 (2016)

  31. W. Xu, J. He, X. Cao, P. Zhang, W. Gao, D. Pan, Y. Guo, J. He, Building Computational Virtual Reality Environment for Anesthesia, Annuals of Data Science, 3(4), 413-421.

  32. J. Chen, F. Tang, J. Xiao, J. Li, J. He, Y. Tang: CogTime_RMF: regularized matrix factorization with drifting cognition degree for collaborative filtering. Cluster Computing 19(2): 821-835 (2016)

  33. G. Huang, J. He, W. Zhou, G. Huang, L. Guo, X. Zhou, F. Tang: Discovery of stop regions for understanding repeat travel behaviors of moving objects. Journal of Computer System and Science 82(4): 582-593 (2016)

  34. R. Zarei, J. He, G. Huang, Y. Zhang: Effective and efficient detection of premature ventricular contractions based on variation of principal directions. Digital Signal Processing 50: 93-102 (2016)

  35. F. Susanto, S. Budi, P. A. de Souza Junior, U. Engelke, J. He: Design of Environmental Sensor Networks Using Evolutionary Algorithms. IEEE Geoscience and Remote Sensing Letters 13(4): 575-579 (2016)

  36. F. Li, J. He, G. Huang, Y. Zhang, Y. Shi, R. Zhou: Node-coupling clustering approaches for link prediction. knowledge Based System, 89: 669-680 (2015)

  37. B. Mao, J. He, J. Cao, W. Gao, D. Pan, Food Traceability System Based on 3D City Models and Deep Learning, Annals of Data Science, 3(1), 89–100, 2016.

  38. Z. Qiao, G. Huang, J. He, P. Zhang, Yanchun Zhang, Li Guo: Modelling semantics across multiple time series and its applications. Knowl.-Based Syst. 85: 27-36 (2015)

  39. P. Zhang, J. He, Guodong Long, Guangyan Huang, Chengqi Zhang: Towards Anomalous Diffusion Sources Detection in a Large Network. ACM Trans. Internet Techn. 16(1): 2 (2016)

  40. X. Zhou, J. He, G. Huang, Y. Zhang, SVD-based Incremental Approaches for Recommender Systems. J. Comput. Syst. Sci. 81(4): 717-733 (2015).

  41. Z. Xie, G. Huang, R. Zarei, J. He, Y. Zhang, H. Ye, Wireless Sensor Networks for Heritage Object Deformation Detection and Tracking Algorithm, SENSORS, 14 (11):20562-20588.

  42. J. He, X. Liu, G. Huang, M. Blumenstein, C. Leung, Current and Future Use of Big Data In Commonwealth Countries, Vol. 44, Number 4, Winter 2014, Pages: 38-45, The Bridge- National Academy of Engineering of the National Academies, U. S. A.

  43. Anwaar Ulhaq, Xiaoxia Yin, Jing He, Yanchun Zhang, On Space-time Filtering framework for Matching Human Actions across Different Viewpoints, IEEE Transactions on Image Processing, DOI: 10.1109/TIP.2017.2765821, 1230 – 1242, Volume 27, Issue 3 , March 2018. (Impact factor: 4.828)

  44. F. Tang, J. He, Y. Tang, L. Teng, Sparse Ranking Model Adaptation for Cross Domain Learning to Rank, Journal of Internet Technology, 15(6): 949-962.

  45. X. Yin, W. Brian, J. He, Y. Zhang, Derek Abbott Accurate Image Analysis of the Retina Using Hessian Matrix and Binarisation of Thresholded Entropy with Application of Texture Mapping, Plos One. 9(4): e95943. doi:10.1371/journal.pone.0095943

  46. J. He, Y. Zhang, G. Huang, and P. Souza, CIRCE: Correcting Imprecise Readings and Compressing Excrescent Points for Querying Common Patterns in Uncertain Sensor Streams, Information Systems, 2013, 38(8):1234-1251.

  47. Y. Jiang, C. Pang, H. Zhang, J. Wang, T. Li, Q. Zhang, J. He: Finding the minimum number of elements with sum above a threshold, Information Science, 238: 205-211 (2013)

  48. J. He, Y. Zhang, G. Huang, Y. Shi, J. Cao, Distributed Data Possession Checking for Securing Multiple Replicas in Geographically Dispersed Clouds, Journal of Computer and System Sciences, 78(5): 1345-1358, 2012.

  49. J. He, Y. Zhang, G. Huang, J. Cao, A Smart Web Service based on the Context of Things, ACM Transaction on Internet Technology (TOIT). 11(3): 13-23, 2012.

  50. J. He, Y. Zhang and G. Huang, Exceptional Object Analysis for Finding Rare Environmental Events from Water Quality Datasets, Neurocomputing Journal, 92(1):69–77, 2012.

  51. G. Huang, Y. Zhang, J. He, and J. Cao, Fault Tolerance in Data Gathering Wireless Sensor Networks. The Computer Journal 54(6): 976-987, 2011.

  52. J. He, Y. Zhang, Y. Shi, G. Huang, Domain-Driven Classification Based on Multiple Criteria and Multiple Constraint-Level Programming for Intelligent Credit Scoring. IEEE Transaction on Knowledge and Data Engineering (TKDE), 22(6): 826-838, 2010.

  53. J. He, Y. Zhang, G. Huang and C. Pang, A Novel Time Computation Model Based on Algorithm Complexity for Data Intensive Scientific Workflow Design and Scheduling, Concurrency and Computation: Practice and Experience, 21(16): 2070-2083, 2009.

  54. Y. Shi, J. He, L. Wang and W. Fan, Computer-based Algorithms for Multiple Criteria and Multiple Constraint Level Integer Linear Programming, Computers and Mathematics with Applications, 49(5): 903-921, 2005.

  55. A. Li, Y. Shi, J. He, MCLP-based Methods for Improving "Bad" Catching Rate in Credit Cardholder Behaviour Analysis, Applied Soft Computing, 8(3):1259-1265, 2008.

  56. J. He, X. Chen, Y. Shi, A. Li, Dynamic Computable General Equilibrium Model and Sensitivity Analysis for Shadow Price of Water Resource in China, Water Resource Management, 21(9): 1517-1533, 2007.

  57. G. Huang, X. Li, J. He and X. Li, Data Mining via Minimal Spanning Tree Clustering For Prolonging Lifetime of Wireless Sensor Networks, International Journal of Information Technology & Decision Making, 6( 2), 235-253, 2007.

  58. J. He, X. Liu, Y. Shi, W. Xu, N. Yan, Classifications Of Credit Cardholder Behaviour By Using Fuzzy Linear Programming, International Journal of Information Technology and Decision Making, 3(4): 633-650, 2004.

Related Research Projects:

J. He (2013-2016) Accurate and Online Abnormality Detection in Multiple Correlated Time Series, ARC Discovery Early Career Research Award, DECRA (DE130100911), $339,434

Y. Zhang, J. He, P. de Souza (2013-2016) Using Data Mining Methods to Remove Uncertainties in Sensor Data Streams,ARC Discovery Project (DP130101327), $270,000

Y. Zhang, X. Yi, J. He, M. Steyn, J. Cao, K. Taraporewalla (2010-2013) Real-time and Self- Adaptive Stream Data Analyser for Intensive Care Management, ARC Linkage Project (LP100200682), $465,000

J. HE, Y. Wang (2007-2009) National Science Foundation of China, Research and Application of Data Mining System for Commercial Bank in China, NSFC 70602034

Y. Shi, J. He (2007-2012) Data Mining for Petroleum Exploration, BHP Billiton Discovery Project

Scholarship Available

Dr. Jing He leads one ARC DECRA, one ARC discovery and one ARC Linkage Project funded by Australia government and industry on real-time stream data mining. There are three Ph D scholarships available in 2020-2023 and allowance for visiting scholars. Dr. Jing He welcomes researchers and students with related background in robotics programming, virtual reality, and artificial intelligence to apply.

Course Teaching

Data Science

Artificial Intelligence

Cyber Security

Blockchain

Server Administration & Maintenance

Advanced Database System

Advanced Objective-Oriented Programming

ICT Business Intelligence and Visualization

Hobbies and Sports Awards

Tennis and Running

Final Team Member 2019 Season, Competitions of North Suburban Ladies Association, Level 3, Keilor East Tennis Club

Grand final Champion Team Member 2018 Season, Competitions of North Suburban Ladies Association, Level 3, Keilor East Tennis Club, Victoria, Australia

Women Tennis Runner-up in Tsinghua University Open for 2004, 2005 Year, Beijing, China

Regional Junior Marathon Champions for 1988, 1990, 1991, 1992 Year, Baxian, Hebei Province, China

Last update: Nov. 2022