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

G Huang, J He, W Zhou, G Huang, L Guo, X Zhou, F Tang

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

journal

Towards anomalous diffusion sources detection in a large network

P Zhang, J He, G Long, G Huang, C Zhang

(2016), Vol. 16, ACM Transactions on Internet Technology, C1

journal

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

R Zarei, J He, G Huang, Y 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

G Huang, W Zhou, J He

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

chapter

Building cloud-based healthcare data mining services

P Zhang, S Hu, J He, Y Zhang, G Huang, J Zhang

(2016), pp. 1-8, SCC 2016 : Proceedings of the 13th IEEE International Conference on Services Computing, San Francisco, California, E1

conference

A data-packets-saving multi-agent scheduling of large online meetings

U Ali, G Huang

(2016), Vol. 9877 LNCS, pp. 471-475, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Sydney, NSW, E1

conference
2015

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

G Huang, J He, Y Zhang, W Zhou, H Liu, P Zhang, Z Ding, Y You, J Cao

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

journal

SVD-based incremental approaches for recommender systems

X Zhou, J He, G Huang, Y Zhang

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

journal

Modelling semantics across multiple time series and its applications

Z Qiao, G Huang, J He, P Zhang, Y Zhang, L Guo

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

journal

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

W Yao, J He, G Huang, J Cao, Y Zhang

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

journal

Node-coupling clustering approaches for link prediction

F Li, J He, G Huang, Y Zhang, Y Shi, R Zhou

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

journal

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

G Huang, J He, C Chi, W Zhou, Y Zhang

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

conference

Building computational virtual reality environment for anesthesia

X Cao, P Zhang, J He, G Huang

(2015), Vol. 9208, pp. 151-158, Data science: second international conference , ICDS 2015 Sydney, Australia, August 8-9, 2015 proceedings, Berlin, Germany, B1

chapter

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

J He, R Zarei, J Cao, K Taraporewalla, M Steyn, A Van Zundert, G Huang, H Zhang, C Chi

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

conference

Online video recommendation in sharing community

X Zhou, L Chen, Y Zhang, L Cao, G Huang, C Wang

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

conference

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

L Guo, G Huang, X Gao, J He, B Wu, H Guo

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

conference
2014

Wireless sensor networks for heritage object deformation detection and tracking algorithm

Z Xie, G Huang, R Zarei, J He, Y Zhang, H Ye

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

journal

Modeling dual role preferences for trust-aware recommendation

W Yao, J He, G Huang, Y Zhang

(2014), pp. 975-978, SIGIR 2014 : Proceedings of the 37th International ACM SIGIR Conference on Research and Development in Information Retrieval, Gold Coast, Queensland, E1

conference

Optimized fuzzy association rule mining for quantitative data

H Zheng, J He, G Huang, Y Zhang

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

conference

Efficient detection of emergency event from moving object data streams

L Guo, G Huang, Z Ding

(2014), Vol. 8422, pp. 422-437, 19th International Conference, DASFAA 2014, Bali, Indonesia, April 21-24, 2014. Proceedings, Part II, Bali, Indonesia, E1-1

conference

Online mining abnormal period patterns from multiple medical sensor data streams

G Huang, Y Zhang, J Cao, M Steyn, K Taraporewalla

(2014), Vol. 17, pp. 569-587, World Wide Web, United States, C1-1

journal

A clique-based WBAN scheduling for mobile wireless body area networks

Z Xie, G Huang, J He, Y Zhang

(2014), Vol. 31, pp. 1092-1101, Procedia Computer Science, Moscow, Russia, E1-1

conference

Web services for things

G Huang, J He, Y Zhang

(2014), Vol. 9781461475354, pp. 605-629, Advanced Web Services, B1-1

chapter
2013

Discovering semantics from multiple correlated time series stream

Z Qiao, G Huang, J He, P Zhang, L Guo, J Cao, Y Zhang

(2013), Vol. 7819, pp. 509-520, 17th Pacific-Asia Conference, PAKDD 2013, Gold Coast, Australia, April 14-17, 2013, Proceedings, Part II, Gold Coast, Qld., E1-1

conference

A real-time abnormality detection system for intensive care management

G Huang, J He, J Cao, Z Qiao, M Steyn, K Taraporewalla

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

conference

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

Y You, G Huang, J Cao, E Chen, J He, Y Zhang, L Hu

(2013), Vol. 8181, pp. 319-332, Web Information Systems Engineering - WISE 2013, Nanjing, China, E1-1

conference

Personalized recommendation on multi-layer context graph

W Yao, J He, G Huang, J Cao, Y Zhang

(2013), Vol. 8180, pp. 135-148, Web Information Systems Engineering - WISE 2013, Nanjing, China, E1-1

conference

Leveraging visual features and hierarchical dependencies for conference information extraction

Y You, G Xu, J Cao, Y Zhang, G Huang

(2013), Vol. 7808, pp. 404-416, Web Technologies and Applications, Sydney, N.S.W., E1-1

conference

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

Z Jiang, Y Zhang, J He, G Huang, J Yang

(2013), Vol. 7798, pp. 265-268, Second International Conference, HIS 2013, London, UK, March 25-27, 2013. Proceedings, London, Eng., E1-1

conference

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

J He, Y Zhang, G Huang, P de Souza

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

journal
2012

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

X Zhou, J He, G Huang, Y Zhang

(2012), Vol. 2, pp. 458-464, WI-IAT 2012: Proceedings of the 11th IEEE/WIC/ACM International Conference on Intelligent Agent Technology, Macau, China, E1-1

conference

Predicting driving direction with weighted markov model

B Mao, J Cao, Z Wu, G Huang, J Li

(2012), Vol. 7713, pp. 407-418, Advanced Data Mining and Applications, Nanjing, China, E1-1

conference

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

J He, Y Zhang, G Huang, Y Shi, J Cao

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

journal

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

J He, Y Zhang, G 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

Z Qiao, J He, J Cao, G Huang, P Zhang

(2012), Vol. 7235, pp. 294-305, 14th Asia-Pacific Web Conference, APWeb 2012, Kunming, China, April 11-13, 2012. Proceedings, Kunming, China, E1-1

conference

An association rule analysis framework for complex physiological and genetic data

J He, Y Zhang, G Huang, Y Xin, X Liu, H Zhang, S Chiang, H Zhang

(2012), Vol. 7231, pp. 131-142, First International Conference, HIS 2012, Beijing, China, April 8-10, 2012. Proceedings, Beijing, China, E1-1

conference

A smart web service based on the context of things

J He, Y Zhang, G Huang, J Cao

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

journal
2011

Fault tolerance in data gathering wireless sensor networks

G Huang, Y Zhang, J He, J Cao

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

journal

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

G Huang, Y Zhang, J He, Z Ding

(2011), Vol. 6634, pp. 375-386, Advances in Knowledge Discovery and Data Mining, Shenzheng, China, E1-1

conference
2010

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

J He, Y Zhang, Y Shi, G 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

J He, Y Zhang, G Huang, C 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

Z Ding, G Huang

(2009), Vol. 5690, pp. 173-183, Database and Expert Systems Applications, Linz, Austria, E1-1

conference
2008

Wireless video-based sensor networks for surveillance of residential districts

G Huang, J He, Z Ding

(2008), Vol. 4976, pp. 154-165, Progress in WWW Research and Development, Chenyang, China, E1-1

conference

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

G Huang, J He, Z Ding

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

conference
2007

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

G Huang, X Li, J He, X 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

J He, Y Zhang, G Huang, Y Shi

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

conference

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

J He, G Huang, Y Zhang, Y Shi

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

conference

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

G Huang, Z Ding, J He

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

conference
2006

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

G Huang, X Li, J He

(2006), Vol. 3992, pp. 1069-1072, ICCS06: Proceedings of the 6th International Conference on Computer Sciences, Reading, Eng., E1-1

conference

Dynamic minimal spanning tree routing protocol for large wireless sensor networks

G Huang, X Li, J He

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

conference

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

G Huang, X Li, J He

(2006), Vol. 1, pp. 2379-2386, Proceedings of IEEE Aerospace Conference 2006, Big Sky, Mont., E1-1

conference
2005

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

G Huang, G Zhang, X Li, Y Gong

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

conference
2004

Variable integrity testing of software

G Huang, X Li

(2004), Vol. 16, pp. 1584-1589, Jisuanji Fuzhu Sheji Yu Tuxingxue Xuebao/Journal of Computer-Aided Design and Computer Graphics, 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