Dr Guangyan Huang

STAFF PROFILE

Position

Senior Lecturer In Computer Science

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Contact

Biography

Dr. Guangyan Huang currently is a senior lecturer in the School of Information Technology, Facult of Science, Engineering and Built Environment, Deakin University. She is also an ARC DECRA fellow.  She was awarded a PhD degree in Computer Science from Victoria University (VU) in 2012. Before she joined Deakin, she was a senior lecturer (2014), research fellow (2013) and research officer (2012) in VU.

She has 70 publications mainly in data mining (e.g., sensor stream data mining, text mining, spatial temporal data mining, sequence mining, pattern recognition and image analysis), wireless sensor networks (e.g., routing, fault tolerance), Web services/Internet Technology (e.g., Web search, Internet of things, cloud computing, parallel algorithms for big data) and software testing/reliability. She is a PhD and Master Principal supervisor.

She also has 5 years' research experiences in Chinese Academy of Sciences. She was a research assistant from 2003 to 2007 in the Institute of Computing Technology, Chinese Academy of Sciences. She worked as an assistant professor in the Institute of Software, Chinese Academy of Sciences from 2007 to 2009. Between June 2006 and Dec. 2006, she was a visiting researcher at Platforms and Devices Centre in Microsoft Research Asia.

She is active in academic community. She has been Associate Editor for Health Information Science Book Series (Springer) since 2013. She was Assistant Editor for Health Information Science Journal (Springer) from 2012 to 2014 and helped launch the first issue in Dec. 2012. She had served as Publication Chair of WISE'2013, WISE'2012, HIS'2013 and HIS'2012, workshop Co-Chair for 4 workshops joint with WISE'2013, APWeb'2012, APWeb'2008 and MCDM'2009. She achieved APWeb'2012 Best Local Arrangement Chair Award and HIS'2012 Best Workshop Chair Award.

Read more on Guangyan's profile

Research interests

  • Data Mining (e.g., sensor stream data mining, text mining, spatial temporal data mining, sequence mining, pattern recognition and image analysis)
  • Wireless Sensor Networks (e.g., routing, fault tolerance)
  • Web Services/Internet Technology (e.g., Web search, Internet of things, cloud computing, parallel algorithms for big data)
  • Software Testing/Reliability

Units taught

SIT340/SIT740 - Research and Development in Information Technology (2014 Trimester 3, 2015 Trimester 3, 2016 Trimester 1)

Projects

ARC Grants:

1. G. Huang, ARC DECRA Project - "Mining Patterns and Changes of Wave Shapes for Efficiently Querying Periodic Data Streams" (DE140100387, $349,179, 2014-2016).

(A PhD scholarship related to this DECRA project, with $25,849 per annum for three years, is available until filled. Interested applicants please send your CV, academic record and publications to guangyan.huang@deakin.edu.au. Link to details )

2. Y. Zhang, G. Huang, ARC DP Project - "Deep Data Mining for Anomaly Prediction from Sensor Data Streams" (DP140100841, $329,027, 2014-2016).

Publications

Filter by

2016

Discovery of stop regions for understanding repeat travel behaviors of moving objects

Dr Guangyan Huang, Jing He, Prof Wanlei Zhou, Guang-Li Huang, Limin Guo, Xiangmin Zhou, Feiyi Tang

(2016), Vol. 82, pp. 582-593, Journal of computer and system sciences, Amsterdam, The Netherlands, C1

journal

Effective and efficient detection of premature ventricular contractions based on variation of principal directions

Roozbeh Zarei, Jing He, Dr Guangyan Huang, Prof Yanchun Zhang

(2016), Vol. 50, pp. 93-102, Digital signal processing: a review journal, Amsterdam, The Netherlands, C1

journal

Speedup of big data transfer on the internet

Dr Guangyan Huang, Prof Wanlei Zhou, Jing He

(2016), pp. 139-155, Networking for big data, Boca Raton, Fla., B1

chapter

Towards anomalous diffusion sources detection in a large network

Peng Zhang, Jing He, Guodong Long, Dr Guangyan Huang, Chengqi Zhang

(2016), Vol. 16, pp. 1-24, ACM transactions on internet technology, New York, N.Y., C1

journal

Building cloud-based healthcare data mining services

Peng Zhang, Shang Hu, Jing He, Prof Yanchun Zhang, Dr Guangyan Huang, J Zhang

(2016), pp. 1-8, SCC 2016 : Proceedings of the 13th IEEE International Conference on Services Computing, Piscataway, N.J., E1

conference
2015

SVD-based incremental approaches for recommender systems

Xun Zhou, Jing He, Dr Guangyan Huang, Yanchun Zhang

(2015), Vol. 81, pp. 717-733, Journal of computer and system sciences, Maryland Heights, MO, C1

journal

Mining streams of short text for analysis of world-wide event evolutions

Dr Guangyan Huang, Jing He, Yanchun Zhang, Prof Wanlei Zhou, Hai Liu, Peng Zhang, Zhiming Ding, Yue You, Jian Cao

(2015), Vol. 18, pp. 1201-1217, World wide web, Berlin, Germany, C1

journal

A graph-based model for context-aware recommendation using implicit feedback data

Weilong Yao, Jing He, Dr Guangyan Huang, Jie Cao, Prof Yanchun Zhang

(2015), Vol. 18, pp. 1351-1371, World wide web, Berlin, Germany, C1

journal

Online video recommendation in sharing community

Xiangmin Zhou, Lei Chen, Prof Yanchun Zhang, Prof Longbing Cao, Dr Guangyan Huang, Chen Wang

(2015), pp. 1645-1656, SIGMOD 2015 : Proceedings of the ACM International Conference on Management of Data, Melbourne, Vic., E1

conference

Building the computational virtual reality environment for anaesthetists' training and practice

Jing He, Roozbeh Zarei, Jie Cao, Kersi Taraporewalla, Michelle Steyn, Andre Van Zundert, Dr Guangyan Huang, Haolan Zhang, Chi-Hung Chi

(2015), pp. 242-248, SCC 2015: Proceedings of the 12th International Conference on Services Computing, Piscataway, N.J., E1

conference

A data as a product model for future consumption of big stream data in clouds

Dr Guangyan Huang, Jing He, Chi-Hung Chi, Prof Wanlei Zhou, Prof Yanchun Zhang

(2015), pp. 256-263, SCC 2015: Proceedings of the 12th International Conference on Services Computing, Piscataway, N.J., E1

conference

Node-coupling clustering approaches for link prediction

Fenhua Li, Jing He, Dr Guangyan Huang, Prof Yanchun Zhang, Yong Shi, Rui Zhou

(2015), Vol. 89, pp. 669-680, Knowledge-based systems, Amsterdam, The Netherlands, C1

journal

Building computational virtual reality environment for anesthesia

Xinyu Cao, Peng Zhang, Jing He, Dr Guangyan Huang

(2015), pp. 151-158, Data science: second international conference , ICDS 2015 Sydney, Australia, August 8-9, 2015 proceedings, Berlin, Germany, B1

chapter

Modelling semantics across multiple time series and its applications

Zhi Qiao, Dr Guangyan Huang, Jing He, Peng Zhang, Prof Yanchun Zhang, Li Guo

(2015), Vol. 85, pp. 27-36, Knowledge-based systems, Amsterdam, The Netherlands, C1

journal

DoSTra: Discovering common behaviors of objects using the duration of staying on each location of trajectories

Limin Guo, Dr Guangyan Huang, Xu Gao, Jing He, Bin Wu, Haoming Guo

(2015), pp. 9-17, AAAI 2015 : Proceedings from the AAAI Conference on Artificial Intelligence Workshop, Palo Alto, Calif., E1

conference
2014

Scalable approximating SVD algorithm for recommender systems

Xun Zhou, Jing He, Dr Guangyan Huang, Yanchun Zhang

(2014), Vol. 12, pp. 359-373, Web intelligence and agent systems, Amsterdam, Netherlands, C1

journal

Modeling dual role preferences for trust-aware recommendation

Weilong Yao, Jing He, Dr Guangyan Huang, Prof Yanchun Zhang

(2014), pp. 975-978, Proceedings of the 37th International ACM SIGIR Conference on Research and Development in Information Retrieval, New York, NY, E1

conference

Wireless sensor networks for heritage object deformation detection and tracking algorithm

Zhijun Xie, Dr Guangyan Huang, Roozbeh Zarei, Jing He, Yanchun Zhang, Hongwu Ye

(2014), Vol. 14, pp. 20562-20588, Sensors, Basel, Switzerland, C1

journal

Optimized fuzzy association rule mining for quantitative data

Hui Zheng, Jing He, Dr Guangyan Huang, Prof Yanchun Zhang

(2014), pp. 396-403, FUZZ-IEEE 2014 : Proceedings of the 2014 IEEE International Conference on Fuzzy Systems, Piscataway, N.J., E1-1

conference

Efficient detection of emergency event from moving object data streams

Limin Guo, Dr Guangyan Huang, Zhiming Ding

(2014), pp. 422-437, 19th International Conference, DASFAA 2014, Bali, Indonesia, April 21-24, 2014. Proceedings, Part II, Berlin, Germany, E1-1

conference

Web services for things

Dr Guangyan Huang, Jing He, Prof Yanchun Zhang

(2014), pp. 605-629, Advanced web wervices, Berlin, Germany, B1-1

chapter

Online mining abnormal period patterns from multiple medical sensor data streams

Dr Guangyan Huang, Prof Yanchun Zhang, Jie Cao, Michael Steyn, Kersi Taraporewalla

(2014), Vol. 17, pp. 569-587, World wide web, Berlin, Germany, C1-1

journal
2013

A real-time abnormality detection system for intensive care management

Dr Guangyan Huang, Jing He, Jie Cao, Zhi Qiao, Michael Steyn, Kersi Taraporewalla

(2013), pp. 1376-1379, ICDE 2013: Proceedings of the 29th International Conference on Data Engineering, Piscataway, N.J., E1-1

conference

CIRCE: correcting imprecise readings and compressing excrescent points for querying common patterns in uncertain sensor streams

Jing He, Prof Yanchun Zhang, Dr Guangyan Huang, Paulo De Souza

(2013), Vol. 38, pp. 1234-1251, Information systems, Amsterdam, The Netherlands, C1-1

journal

GEAM: a general and event-related aspects model for Twitter event detection

Yue You, Dr Guangyan Huang, Jian Cao, Enhong Chen, Jing He, Prof Yanchun Zhang, Liang Hu

(2013), pp. 319-332, Web Information Systems Engineering - WISE 2013, Berlin, Germany, E1-1

conference

Mathematical-morphology-based edge detection of retinal vessels in retinal images

Zhangwei Jiang, Prof Yanchun Zhang, Jing He, Dr Guangyan Huang, Jing Yang

(2013), pp. 265-268, Second International Conference, HIS 2013, London, UK, March 25-27, 2013. Proceedings, Berlin, Germany, E1-1

conference

Personalized recommendation on multi-layer context graph

Weilong Yao, Jing He, Dr Guangyan Huang, Jie Cao, Prof Yanchun Zhang

(2013), pp. 135-148, WISE 2013 : Web information systems engineering : 14the International conference Nanjing, China, October 13-15, 2013 Proceedings, Part 1, Berlin, Germany, E1-1

conference

Discovering semantics from multiple correlated time series stream

Zhi Qiao, Dr Guangyan Huang, Jing He, Peng Zhang, Li Guo, Jie Cao, Prof Yanchun Zhang

(2013), pp. 509-520, 17th Pacific-Asia Conference, PAKDD 2013, Gold Coast, Australia, April 14-17, 2013, Proceedings, Part II, Berlin, Germany, E1-1

conference

Leveraging visual features and hierarchical dependencies for conference information extraction

Yue You, Guandong Xu, Jian Cao, Prof Yanchun Zhang, Dr Guangyan Huang

(2013), pp. 404-416, Web Technologies and Applications: 15th Asia-Pacific Web Conference, APWeb 2013, Sydney, Australia, April 4-6, 2013. Proceedings, Berlin, Germany, E1-1

conference
2012

A personalized recommendation algorithm based on approximating the singular value decomposition (ApproSVD)

Xun Zhou, Jing He, Dr Guangyan Huang, Prof Yanchun Zhang

(2012), pp. 458-464, WI-IAT 2012: Proceedings of the 11th IEEE/WIC/ACM International Conference on Intelligent Agent Technology, Piscataway, N.J., E1-1

conference

A smart web service based on the context of things

Jing He, Prof Yanchun Zhang, Dr Guangyan Huang, Jinli Cao

(2012), Vol. 11, pp. 1-23, ACM transactions on internet technology, New York, N.Y., C1-1

journal

Exceptional object analysis for finding rare environmental events from water quality datasets

Jing He, Prof Yanchun Zhang, Dr Guangyan Huang

(2012), Vol. 92, pp. 69-77, Neurocomputing, Amsterdam, The Netherlands, C1-1

journal

Multiple time series anomaly detection based on compression and correlation analysis: a medical surveillance case study

Zhi Qiao, Jing He, Jie Cao, Dr Guangyan Huang, Peng Zhang

(2012), pp. 294-305, 14th Asia-Pacific Web Conference, APWeb 2012, Kunming, China, April 11-13, 2012. Proceedings, Berlin, Germany, E1-1

conference

Predicting driving direction with weighted markov model

Bo Man, Jie Cao, Zhiang Wu, Dr Guangyan Huang, Jingjun Li

(2012), pp. 407-418, ADMA 2012 : Advanced Data Mining and Applications; 8th International Conference, ADMA 2012 Nanjing, China, December 15-18, 2012, Proceedings, Berlin, Germany, E1-1

conference

An association rule analysis framework for complex physiological and genetic data

Jing He, Prof Yanchun Zhang, Dr Guangyan Huang, Yefei Xin, Xiaohui Liu, Hao Lan Zhang, Stanley Chiang, Hailun Zhang

(2012), pp. 131-142, First International Conference, HIS 2012, Beijing, China, April 8-10, 2012. Proceedings, Berlin, Germany, E1-1

conference

Distributed data possession checking for securing multiple replicas in geographically-dispersed clouds

Jing He, Prof Yanchun Zhang, Dr Guangyan Huang, Yong Shi, Jie Cao

(2012), Vol. 78, pp. 1345-1358, Journal of computer and system sciences, Amsterdam, The Netherlands, C1-1

journal
2011

Efficiently retrieving longest common route patterns of moving objects by summarizing turning regions

Dr Guangyan Huang, Prof Yanchun Zhang, Jing He, Zhiming Ding

(2011), pp. 375-386, 15th Pacific-Asia Conference, PAKDD 2011, Shenzhen, China, May 24-27, 2011, Proceedings, Part I, Berlin, Germany, E1-1

conference

Fault tolerance in data gathering wireless sensor networks

Dr Guangyan Huang, Prof Yanchun Zhang, Jing He, Jie Cao

(2011), Vol. 54, pp. 976-987, Computer journal, Oxford, Eng., C1-1

journal
2010

Domain-driven classification based on multiple criteria and multiple constraint-level programming for intelligent credit scoring

Jing He, Prof Yanchun Zhang, Yong Shi, Dr Guangyan Huang

(2010), Vol. 22, pp. 826-838, IEEE transactions on knowledge and data engineering, Berlin, Germany, C1-1

journal
2009

A novel time computation model based on algorithm complexity for data intensive scientific workflow design and scheduling

Jing He, Prof Yanchun Zhang, Dr Guangyan Huang, Chaoyi Pang

(2009), Vol. 21, pp. 2070-2083, Concurrency computation practice and experience, London, Eng., C1-1

journal

Real-time traffic flow statistical analysis based on network-constrained moving object trajectories

Zhiming Ding, Dr Guangyan Huang

(2009), pp. 173-183, DEXA 2009 : Database and expert systems applications : 20th International Conference, DEXA 2009 Linz, Austria, August 31 September 4, 2009 Proceedings, Berlin, Germany, E1-1

conference
2008

Inter-Frame Change Directing online clustering of multiple moving objects for video-based sensor networks

Dr Guangyan Huang, Jing He, Zhiming Ding

(2008), pp. 442-446, WI-IAT 2008: IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Workshops, Piscataway, N.J., E1-1

conference

Wireless video-based sensor networks for surveillance of residential districts

Dr Guangyan Huang, Jing He, Zhiming Ding

(2008), pp. 154-165, APWeb 2008 : Progress in WWW Research and Development ; 10th Asia-Pacific Web Conference, APWeb 2008 Shenyang, China, APril 26-28, 2008 Proceedings, Berlin, Germany, E1-1

conference
2007

Automatic generation of traditional style painting by using density-based color clustering

Dr Guangyan Huang, Zhiming Ding, Jing He

(2007), pp. 41-44, ICDMW 2007: Proceedings of the 7th IEEE International Conference on Data Mining, Piscataway, N.J., E1-1

conference

Cluster analysis and optimization in color-based clustering for image abstract

Jing He, Dr Guangyan Huang, Prof Yanchun Zhang, Yong Shi

(2007), pp. 213-218, ICDMW 2007: Proceedings of the 7th IEEE International Conference on Data Mining, Piscataway, N.J., E1-1

conference

Data mining via minimal spanning tree clustering for prolonging lifetime of wireless sensor networks

Dr Guangyan Huang, Xiaowei Li, Jing He, Xin Ye Li

(2007), Vol. 6, pp. 235-251, International journal of information technology and decision making, Singapore, C1-1

journal

Network lifetime of application-specific randomly deployed wireless sensor networks in arbitrary sensor density

Jing He, Prof Yanchun Zhang, Dr Guangyan Huang, Yong Shi

(2007), pp. 352-357, ICIS 2007: Proceedings of the 6th IEEE/ACIS International Conference on Computer and Information Science, Piscataway, N.J., E1-1

conference
2006

Clustering versus evenly distributing energy dissipation in wireless sensor routing for prolong network lifetime

Dr Guangyan Huang, Xiaowei Li, Jing He

(2006), pp. 1069-1072, ICCS06: Proceedings of the 6th International Conference on Computer Sciences, Berlin, Germany, E1-1

conference

Dynamic minimal spanning tree routing protocol for large wireless sensor networks

Dr Guangyan Huang, Xiaowei Li, Jing He

(2006), pp. 1669-1673, ICIEA 2006: Proceedings of the 1st IEEE Conference on Industrial Electronics and Applications, Piscataway, N.J., E1-1

conference

Energy-efficiency analysis of cluster-based routing protocols in wireless sensor network

Dr Guangyan Huang, Xiaowei Li, Jing He

(2006), pp. 2379-2386, Proceedings of IEEE Aerospace Conference 2006, Piscataway, N.J., E1-1

conference
2005

A state machine for detecting c/c++ memory faults

Dr Guangyan Huang, Guangmei Zhang, Xiaowei Liu, Yunzhan Gong

(2005), pp. 1-6, ATS'05: Proceedings of the 14th IEEE Asian Test Symposium, Piscataway, N.J., E1-1

conference
2004

Variable integrity testing of software

Dr Guangyan Huang, Xiaowei Li

(2004), Vol. 16, pp. 1584-1589, Journal of computer-aided design and computer graphics, Beijing, China, C1-1

journal

Grants

Australian Competitive Grants

Mining Patterns and Changes of Wave Shapes for Efficiently Que ying Periodic Data Streams - Dr Guangyan Huang

Dr Guangyan Huang, Prof Wanlei Zhou

ARC DECRA - Discovery Early Career Researcher Award

  • 2016: $124,133
  • 2015: $122,059
  • 2014: $119,910

Deep Data Mining for Anomaly Prediction from Sensor Data Streams

Prof Yanchun Zhang, Dr Guangyan Huang

ARC - Discovery Projects

  • 2016: $1,700

Supervisions

No completed student supervisions to report