[PHOTO]             Donghai Guan

Associate Professor
College of Computer Science and Technology of the Nanjing University of Aeronautics and Astronautics

No. 29 Yudao Street, Qinhuai District, Nanjing City, Jiangsu Province, China, 210016
Phone: 18849028401, QQ: 35831043
Email: dhguan@nuaa.edu.cn

                       

SITE DIRECTORY

Most of this site is organized as a single flat html file. The links below let you navigate directly to the various subsections.

Publications   Colleagues   Teaching   Professional Bio   Educational Background   Editorial and Professional Service   中文版


RESEARCH INTERESTS

My research interests include topics in machine learning, artificial intelligence, pattern recognition, ubiquitous computing, u-healthcare systems. The detailed research work under these topics include feature selection, ensemble learning, semi-supervised learning, activity recognition system, fingerprint recognition, trust-aware systems, etc.


QUICK LINKS

Ubiquitous Computing Lab (my Ph.D. lab)
Kyung Hee University (my Ph.D. university)
Kumoh National Institute of Technology (my Master university)
Harbin Engineering University (my Bachelor university)


PROFESSIONAL BIO

Current:

Since 2014 I have been a associate professor in the College of Comptuer Science and Technology at the Nanjing University of Aeronautics and Astronautics.

The Past:

I worked as post-doctor in Kyung Hee University from 2009.9-2010.1.
I worked as research professor in Kyung Hee University from 2010.2-2011.1.
I worked as assistant professor in Kyung Hee University from 2012.3-2014.2.
I worked in Harbin Engineering University from 2002-2014.


EDUCATION

I got my bachelor degree from Harbin Engineering University in 2002.
I got my master degree from Kumoh Institute of Technology in 2004.
I got my Ph.D. degree from Kyung Hee University in 2009.


EDITORIAL AND PROFESSIONAL SERVICE

China Computer Federation Member
Korea Computer Federation Member


COLLEAGUES

Dr. Weiwei Yuan Weiwei Yuan
Dr. Bohan Li Bohan Li
Dr. Youwen Zhu Youwen Zhu
Dr. Qi Zhu Qi Zhu
Dr. Xiaojun Zhu Xiaojun Zhu
More colleagues info can be accessed through our department homepage


TEACHING

2012 Spring
Undergraduate Courses: Computer Architecture (in English)
Graduate Courses: Machine Learning (in English)
2012 Fall
Undergraduate Courses: Web Service-based Computing (in English)
Graduate Courses: Artificial Intelligence (in English), Expert Systems (in English)
2013 Spring
Undergraduate Courses: Computer Architecture (in English)
Graduate Courses: Machine Learning (in English)
2013 Fall
Undergraduate Courses: Web Service-based Computing (in English)
Graduate Courses: Artificial Intelligence (in English), Pattern Recognition (in English)


PUBLICATIONS

Below are my publications. Publication info can also refer to DBLP

Last Modified: March 2015


  • Donghai Guan, Weiwei Yuan, Sungyoung Lee, Sensor-Based Activity Recognition Techniques ,Measurement, Instrumentation, and Sensors Handbook (Second Edition), John G. Webster, Halit Eren, Crc Press, Taylor & Francis Group, pp 63-1-63-14, USA, 2014/1/29.

  • Zhuowen Lv, Xianglei Xing, Kejun Wang, Donghai Guan, Class Energy Image Analysis for Video Sensor-Based Gait Recognition: A Review, Sensors 2015, 15(1), pp. 932-964.

  • Donghai Guan, Weiwei Yuan, Tinghuai Ma, Sungyuoung Lee, Detecting potential labeling errors for bioinformatics by multiple voting, Knowledge-based Systems, 66 (2014) 28-35.

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee, Kamran Najeebullah & Mostofa Kamal Rasel, A Review of Ensemble Learning Based Feature Selection, IETE Technical Review, Vol. 31, Issue 3, 2014, pp.190-198.

  • Tinghuai Ma, Yinhua Lu, Sunyuan Shi, Wei Tian, Xin Wang, Donghai Guan, Data resource discovery model based on hybrid architecture in data grid environment, Concurrency and Computation: Practice and Experience, 10.1002/cpe.3222(10.1002/cpe.3222), pp 1-19, 2014/2/12.

  • Weiwei Yuan, Donghai Guan, Yuanfeng Jin, Optimized Reputable Sensing Participants Extraction for Participatory Sensor Networks ,Mathematical Problems in Engineering, Volume 2014 (2014)(Article ID 898761), pp Article ID 898761-1-Article ID 898761-10, 2014

  • Weiwei Yuan, Donghai Guan, Linshan Shen, Haiwei Pan, Finding suitable number of recommenders for trust-aware recommender systems: An experimental study, 4th IEEE International Conference on Information SCInce and Technology (ICIST), 2014, pp. 119-122.

  • Weiwei Yuan, Donghai Guan, Linshan Shen, Haiwei Pan, An empirical study of filter-based feature selection algorithms using noisy training data, 4th IEEE International Conference on Information SCInce and Technology (ICIST), 2014, pp. 209-212.

  • Donghai Guan ; Weiwei Yuan ; Linshan Shen , Class noise detection by multiple voting, Natural Computation (ICNC), 2013 Ninth International Conference on, pp. 906-911.

  • Fu, Bin、Wei, Fei、Xiong, Xinyan、Li, Jing-Wei、Guan, Dong-Hai ,Research on body gesture acquisition process and communication method ,11th IEEE International Conference on Mechatronics and Automation, IEEE ICMA 2014, 2014/8/3-2014/8/6, pp 964-969, Tianjin, China, 2014 ,EI

  • Fu, Bin、Han, Mei、Xiong, Xinyan、Yu, Lijun、Guan, Donghai、Wei, Fei ,A personalized human body modeling method based on a tree structure ,11th IEEE International Conference on Mechatronics and Automation, IEEE ICMA 2014, 2014/8/3-2014/8/6, pp 132-136, Tianjin, China, 2014

  • Donghai Guan, Weiwei Yuan, A Survey of mislabeled training data detection techniques for pattern classification, IETE Technical Review, Vol. 30, Issue 6, 2013, pp. 524-530.

  • Linshan Shen, Weiwei Yuan, Donghai Guan, Global Rating Prediction Mechanism for Trust-Aware Recom-mender System using K-Shell Decomposition, International Journal of Hybrid Information Technology,Vol. 6, No. 2, 2013, pp. 27-38.

  • Weiwei Yuan, Donghai Guan, Eui-Nam Huh and Sungyoung Lee, “Harness Human Sensor Networks for Situational Awareness in Disaster Reliefs: A Survey”, IETE Technical Review, 30 (3), 2013, pp. 240-247.

  • Weiwei Yuan, Donghai Guan, Lei Shu, Jianwei Niu, “Recommender Searching Mechanism for Trust-Aware Recommender Systems in Internet of Things”, Automatika, 54(4), pp 427-437 (SCI), 2013

  • Tinghuai Ma, Qiaoqiao Yan, Wei Tian, Donghai Guan, Sungyoung Lee, Replica creation strategy based on quantum evolutionary algorithm in data grid, Knowledge-Based Systems, 42 (2013) pp. 85-96.

  • Donghai Guan, Weiwei Yuan, A Rough Set Method for Co-training Algorithm, International Journal of Signal Processing, Image Processing and Pattern Recognition, 6 (3), pp. 33-46, 2013.

  • Weiwei Yuan, Donghai Guan, Young-Koo Lee and Sungyoung Lee, Reliable Information Extraction for Lifecare System, KOREAN INSTITUTE OF INFORMATION SCINTISTS AND ENGINEERS, 2012, pp. 144-146.

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee and Sungyoung Lee, Integrating Feature Selection with Active Learning for Activity Recognition, KOREAN INSTITUTE OF INFORMATION SCINTISTS AND ENGINEERS, 2012, pp. 295-297.

  • Donghai Guan, Tinghuai Ma, Weiwei Yuan, Young-Koo Lee, A. Jehad, Review of sensor-based activity recognition systems, IETE Technical Review (2011), 28 (5), 418-433. (SCI)

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee and Sungyoung Lee, Undiagnosed Samples Aided Rough Set Feature Selection for Medical Data, 2012 2nd IEEE International Conference on Parallel Distributed and Grid Computing (PDGC), 2012, pp. 639-644.

  • Yuanfeng Jin, Tinghuai Ma, Donghai Guan, Weiwei Yuan, Chengmin Hou, Review of applications of partial differential equations for image enhancement, SCIntific Research and Essays Vol. 7(44), pp. 3766 -3783, 12 November, 2012

  • Weiwei Yuan, Donghai Guan, Yong-Koo Han, Sungyoung Lee , Young-Koo Lee, More Reputable Recommenders Give More Accurate Recommendations?, 2013 International Conference on Ubiquitous Information Management and Communication (Accepted)

  • Weiwei Yuan, Donghai Guan, and Sungyoung Lee, Russian Roulette based Recommender Searching Mechanism for Trust-Aware Recommender System, The 2013 FTRA International Conference on Advanced IT, engineering and Management (Accepted)

  • Donghai Guan, Weiwei Yuan, Sungyoung Lee, Sensor Based Activity Systems, Book: Measurement, Instrumentation, and Sensors Handbook, Second Edition, Vol. 2, Chapter 63, (To be published by August 2013)

  • Zilong Jin, BeomSeok Kim, Donghai Guan, Jinsung Cho, A Probabilistic Routing Protocol Based on Priori Information for Cognitive Radio Sensor Networks, The 2012 International Conference on Sensors, Measurement and Intelligent Materials(ICSMIM 2012) (Accepted)

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee and Sungyoung Lee, "Identifying mislabeled training data with the aid of unlabeled data", Applied Intelligence (2011), 35 (3), 345-358.(SCI, IF: 0.893)

  • Tinghuai Ma, Hao Cao, Donghai Guan, Sungyoung Lee, “An efficient distributed weather data sharing system based on agent”, The International Arab Journal of Information Technology

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee, and Sungyoung lee. “Nearest Neighbor Editing Aided by Unlabeled Data”. Information SCInces, Vol 179, Issue 13, pp. 2273-2282, 2009 (SCI, IF: 2.836)

  • Weiwei Yuan, Donghai Guan, Young-Koo Lee, Sungyoung Lee and Sung Jin Hur, “Improved trust-aware recommender system using small-worldness of trust networks”, Knowledge-Based Systems, 23 (2010) 232-238. (SCI, IF:1.574)

  • Weiwei Yuan, Donghai Guan, Young-Koo Lee and Sungyoung Lee “The Small-World Trust Network”, Applied Intelligence, 2011, 35 (3), 399-410. (SCI, IF:0.893)

    Weiwei Yuan, Donghai Guan, Young-Koo Lee and Sungyoung Lee “iTARS: Trust-Aware Recommender System using Implicit Trust Networks”, IET Communications, 2010, 4(14): 1701-1721 (SCI, IF: 0.963)

  • Donghai Guan, Tinghuai Ma, Weiwei Yuan, Young-Koo Lee, A. Jehad, Review of sensor-based activity recognition systems, IETE Technical Review (2011) 28 (5), pp. 418-433 (SCI IF: 0.37)

  • Asad Masood Khattak, Phan Tran Ho Truc, Le Xuan Hug, La The Vinh, Viet-Hung Dang, Donghai Guan, Zeeshan Pervez, Manhyung Han, Sungyoung Lee and Young-Koo Lee, "Towards Smart Homes Using Low Level Sensory Data", Journal of Sensors (SCI, IF 1.77), ISSN: 1424-8220, 2011,

  • Tinghuai Ma, W. Tian, B. Wang, Donghai Guan, Sungyoung Lee, “Weather data sharing system: an agent-based distributed data management”, IET Software 5 (2011), 21-31 (SCI, IF 0.671)

  • Tinghuai Ma, Wei Tian , Donghai Guan , Sungyoung Lee, "Quantizing Personal Privacy in Ubiquitous Computing", KSII Transaction on internet and information(TIIS) (SCI, IF 0.164) , 5(9), pp. 1653-1667, ISSN: 1976-7277, 2011

  • Tinghuai Ma, Q. Yan, W. Liu, Donghai Guan, Sungyoung Lee, “Grid Task Scheduling: Algorithm Review”, IETE Technical Review 28 (2011), 158~167 (SCI, IF 0.37)

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee, Andrey Gavrilov, and Sungyoung Lee. “Improving Supervised Learning Performance by Using Fuzzy Clustering Method to Select Training Data”, Journal of Intelligent & Fuzzy Systems, Vol 19, pp. 321-334, 2008. (SCI, IF 0.648)

  • Donghai Guan, Qing Li, Sungyoung Lee and Young-Koo Lee, "A Context-aware Music Recommendation Agent in Smart Office", The Second International Conference on Natural Computation (ICNC'06) and the Third International Conference on Fuzzy Systems and Knowledge Discovery (FSKD'06), Xi'an, China, SSN: 0302-9743, LNCS 4223, pp. 1201-1204, September 24-28, 2006(SCI)

  • Donghai Guan, Weiwei Yuan, Andrey Gavrilov, Young-Koo Lee, Sungyoung Lee and Sang Man Han, "Using Fuzzy Decision Tree to Handle Uncertainty in Context Deduction", 2006 International Conference on Intelligent Computing, ISBN: 978-3-540-37274-5, ISSN: 0302-9743, LNAI 4114, pp. 63-72. (SCI)

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee and Sungyoung Lee, "Utilizing a Hierarchical Method to Deal with Uncertainty in Context-aware Systems", 2006 International Conference on Intelligent Computing, ISBN: 978-3-540-37255-4, ISSN: 0170-8643, LNCIS 344, pp. 741-746. (SCI)

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee, and Youngkoo Lee, "A Dynamic Trust Model Based on Naive Bayes Classifier for Ubiquitous Environments", The 2006 International Conference on High Performance Computing and Communications (HPCC-06). LNCS 4208, ISBN 3-540-39368-4, pp.562-571. (SCI)

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee and Youngkoo Lee, “Finding Reliable Recommendations for Trust Model”, The 7th International Conference on Web Information Systems Engineering (WISE 2006). LNCS 4255, ISBN 3-540-48105-2. pp 375-386. (SCI)

  • Donghai Guan, Yong-Koo Han, Young-Koo Lee, Sungyoung Lee and Chongkug Park, "Refining Classifier from Unsampled Data", Proceedings of 2009 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE 2009), Korea, August, 2009.

  • Donghai Guan, Young-Koo Lee and Sungyoung Lee, "Activity Recognition with the Aid of Unlabeled Samples", Proceedings of the 3rd International Conference on Ubiquitous Information Management and Communication (ICUIMC’09), Korea, pp.720-724, January, 2009.

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee, and Sungyoung Lee, “Training data selection based on Fuzzy C-means”, Proc. of Fuzz-IEEE (WCCI2008), Hong Kong, China. ISBN: 978-1-4244-1818-3, pp. 761-765.

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee, and Sungyoung Lee, “Semi-supervised Nearest Neighbor Editing”, Proc. of IJCNN-IEEE (WCCI2008), Hong Kong, China. ISBN: 978-1-4244-1820-6, pp. 1183-1187.

  • Donghai Guan, Weiwei Yuan, Sungyoung Lee and Young-Koo Lee, “Context Selection and Reasoning in Ubiquitous Computing”, The 2007 International Conference on Intelligent Pervasive Computing (IPC-07), October 11th ~ 13th, 2007, in Jeju Island, Korea, ISBN: 978-0-7695-3006-0, pp. 184-187.

  • Donghai Guan, Weiwei Yuan, Seong Jin Cho, Andrey Gavrilov, Young-Koo Lee, Sungyoung Lee:, "Devising an Information Gain-based Reasoning Engine for Context-aware Ubiquitous Computing Middleware", Proc. of International Conference on Ubiquitous Intelligence and Computing (UIC 2007, LNCS), Hong Kong, China, July, 2007. ISBN: 978-3-540-73548-9, pp. 849-857.

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee, Andrey Gavrilov and Sungyoung Lee, "Combining Multi-layer Perceptron and K-means for Data Clustering with Background Knowledge", The 2007 International Conference on Intelligent Computing (ICIC2007, Springer), August 21-24, Qingdao, China. ISSN 1865-0929 (Print) 1865-0937 (Online). pp. 1220-1226.

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee, Andrey Gavrilov and Sungyoung Lee, “Activity Recognition Based on Semi-supervised Learning”, The 13th IEEE International Conference on Embedded and Real-Time Computing Systems and Applications, August 21-24, 2007, Korea. ISSN: 1533-2306.ISBN: 978-0-7695-2975-2.pp. 469-475.

  • Donghai Guan, Kejun Wang, Xiufen Ye, and Weixing Feng, “A collaborative intrusion detection system using log server and neural networks”, 2005 IEEE International Conference on Mechatronics and Automation, pp 874-877.

  • Weiwei Yuan, Donghai Guan, and Sungyoung Lee, “Trust Management for Ubiquitous Healthcare”, Parallel and Distributed Processing with Applications, 2008. ISPA '08. International Symposium on, 2008, pp. 63-70.

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee, and Heejo Lee, “Using Reputation System in Ubiquitous Healthcare”, The 9th IEEE International Conference on e-Health Networking, Application & Services (Healthcom 2007), Taipei, June 19-22, 2007. ISBN: 1-4244-0942-x, pp 182-186.

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee, and Young-Koo Lee, “The Role of Trust in Ubiquitous Healthcare”, the 9th IEEE International Conference on e-Health Networking, Application & Services (Healthcom 2007), Taipei, June 19-22, 2007. ISBN: 1-4244-0942-x, pp 312-315.

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee and Young-Koo Lee, “A Reputation System based on Computing with Words”, International Wireless Communications and Mobile Computing Conference 2007 (IWCMC 2007), August 12-16, 2007, Honolulu, Hawaii. ISBN:978-1-59593-695-0. pp, 132-137.

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee, and Youngkoo Lee, “A Context-Based Architecture for Reliable Trust Model in Ubiquitous Environments”, The 14th IEEE International Conference on Networks (ICON2006), Singapore, Sep 13-15, 2006. ISBN: 0-7803-9746-0, pp236-240.

  • Weiwei Yuan, Donghai Guan, Le Xuan Hung, Sungyoung Lee, and Youngkoo Lee, “A Trust Model with Dynamic Decision Making For Ubiquitous Environments”, The 14th IEEE International Conference on Networks (ICON2006), Singapore, Sep 13-15, 2006. ISBN: 0-7803-9746-0, pp230-235.

  • Tinghuai Ma, Jian Ge, Qiaoqiao Yan, Donghai Guan, "Enlarge the Training Data for Activity Recognition," icic, vol. 4, pp.329-332, 2010 Third International Conference on Information and Computing, 2010.

  • Tinghuai Ma, Qiaoqiao Yan, Donghai Guan, and Sungyoung Lee, Research on Task Scheduling Algorithm in Grid Environment, ICIC Express Letters, 2010, 4(1):1-6.

  • Qing Li, Sung-Hyon Myaeng, Donghai Guan, and Byeong Man Kim, “A Probabilistic Model for Music Recommendation Considering Audio Features”, AIRS, 2005, pp 72-83.

  • Qing Li, Byeong Man Kim, Donghai Guan, and Duk whan Oh, “A music recommender based on audio features”, ACM SIGIR Conference on Research and development in information retrieval, 2004, pp 532-533.

  • Donghai Guan, Andrey Gavrilov, Weiwei Yuan, Sungyoung Lee and Young-Koo Lee, "Data Clustering Using Hybrid Neural Network", the 27th KIPS Spring Conference, Korea. pp. 457-458.

  • Donghai Guan, Andrey V. Gavrilov, Weiwei Yuan, Young-Koo Lee and Sungyoung Lee, "A Novel Hybrid Neural Network for Data Clustering", The 2007 International Conference on Machine Learning, Models, Technologies and Applications, WorldComp 2007, June 25-28, Las Vegas, USA. ISBN 1-60132-027-2. pp. 284-288

  • Donghai Guan, Weiwei Yuan, Young-Koo Lee, Andrey Gavrilov and Sungyoung Lee, "Data Selection Based on Fuzzy Clustering", The 12th International Conference on Fuzzy Theory & Technology (JCIS 2007), July 18-24, USA. DOI No: 10.1142/9789812709677_0174, Source: INFORMATION SCINCES 2007, pp 1231-1237.

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee, Young-Koo Lee, and Heejo Lee, “Filtering out Unfair Recommendations for Trust Model in Ubiquitous Environments”, Second International Conference on Information Systems Security (ICISS 2006) 17-21 December 2006, Kolkata, India. LNCS 4332, ISBN 3-540-68962-1, pp 357-360.

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee and Heejo Lee, “Bayesian Memory-Based Reputation System”, International Mobile Multimedia Communications Conference (MobiMedia 2007), ISBN:978-963-06-2670-5, Article No. 9.

  • Weiwei Yuan, Yongkoo Han, Donghai Guan, Sungyoung Lee, Young-Koo Lee, “Initial training data selection for active learning”, Proceedings of Initial training data selection for active learning”, Proceedings of ICUIMC 2011.

  • Iram Fatima, Muhammad Fahim, Donghai Guan, Young-Koo Lee, Sungyoung Lee, Socially interactive CDSS for u-life care. Proceedings of ICUIMC 2011.

  • Weiwei Yuan, Donghai Guan, Sungyoung Lee, “The Role of Reputation in Ubiquitous Healthcare System”, the 27th KIPS Spring Conference, Korea. pp. 847-848.

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