| |
Researcher CV
Dr. Huaiguo Fu
Professional address:
Telecommunications Software & Systems Group
Waterford Institute of Technology
Waterford, Ireland
Office Telephone: +353 51 30 6131
Fax: +353 51 341100
E-mail: hfu@tssg.org
|
Research Interests
Data mining and Machine learning:
Association Rule Mining, Data Classification, Clustering analysis, Machine learning, Parallel and distributed data mining, Web mining
Concept lattice:
Formal concept analysis (FCA), Scalable FCA algorithm for data mining and web mining
Bioinformatics:
Machine learning and Data mining for Protein Structure Prediction, Analysis of Gene Expression Data and Amino Acids, Biomedical Informatics
Autonomic Communications:
Trust, identify share with mobile and ubiquitous computing model, Peer-to-Peer and Grid infrastructure
Education
09/2001-02/2005:
Ph.D. in Computer Science, Artois University, Lens, France
Thesis Title: Algorithmic of Concepts lattice: Application to data mining
Advisor: Engelbert MEPHU NGUIFO
Thesis committee:
GANTER Bernhard, Professor, Technische Universität Dresden, Germany
GODIN Robert, Professor, UQAM, Université du Québec à Montréal, Canada
GR´EGOIRE Éric, Professor, CRIL, Université d'Artois, France
NOURINE Lhouari, Professor, LIMOS, Université Blaise Pascal, France
ZAKI Mohammed J., Associate Professor, Rensselaer Polytechnic Institute, USA
09/2000-08/2001:
M.S. in Computer Science, Lille University of Science and Technology, Lille, France
Thesis Title: Intelligence Artificielle et codage de séquences de protéines
Advisor: Engelbert MEPHU NGUIFO
02/1999-06/2000:
Study of French at University of Charles de Gaulle/Lille 3, Lille, France
08/1986-07/1990:
B.S. in Mathematics, Northeast Normal University, Changchun, China
Publication
Books:
Huaiguo Fu. "Operational guidance of computerized accounting ". September 1997, HeBei Education Press, China. ISBN: 7-5434-3090-8/F.11
Chapters of books:
Huaiguo Fu et al. "Basic Computer Knowledge " (in chinese), 1996
Huaiguo Fu et al. "Guide of learning database system " (in chinese), 1997
Journal Papers:
Huaiguo Fu and Engelbert Mephu Nguifo. "Etude et conception d'algorithmes de génération de concepts formels", Revue ISI (Ingénierie des Systèmes d'Information),Édition Hermès, vol.9, Numéro Spécial "Extraction et usages multiples de motifs dans les bases de données", pp 109-132, 2004
Conference Papers:
1. Huaiguo Fu, Brendan Jennings, Paul Malone. "Analysis and Representation of Biomedical data with Concept Lattice", in proceeding of The 1st IEEE/IES Conference on Digital Ecosystems and Technologies, 2007, Cairns Australia
2. Huaiguo Fu. "Formal Concept Analysis for Digital Ecosystem", in proceeding of The Fifth International Conference on Machine Learning and Applications (ICMLA'06)(IEEE), 2006, Orlando, Florida, USA
3. Huaiguo Fu and Tahar Kechadi. "A new Distributed Data Mining system on Grid", the 2006 European Conferences on Machine Learning and European Conferences on Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD06), the Workshop on "Autonomic Computing: A New Challenge for Machine Learning", Berlin Germany, September 2006
4. NhienAn LeKhac, Huaiguo Fu and Tahar Kechadi. "ADMIRE: A new framework for Distributed Data Mining on Grid Computing environments", Marie Curie International Conference, Manchester UK, April 2006
5. Huaiguo Fu and Engelbert Mephu Nguifo. "VLDMining : a Data Analysis System", Proc. of the Third International Conference on Formal Concept Analysis (ICFCA05), Demo session at supplementary volume, pp 97-100, Lens France, February 2005
6. Huaiguo Fu and Engelbert Mephu Nguifo. "Mining Frequent Closed Itemsets for Large Data", Proc. of the 2004 International Conference on Machine Learning and Applications (ICMLA04)(IEEE, ACM), pp 328-335, Louisville USA, December 2004
7. Huaiguo Fu and Engelbert Mephu Nguifo. "Clustering Binary Codes to express the Biochemical Properties of Amino Acids", Proc. of International Conference on Intelligent Information Processing (ICIIP04), pp 279-282, Springer, Beijing China, October 2004
8. Couturier O., Delalin H., Fu H., Kouamou G. E., Mephu-Nguifo E. "A combined approach for STULONG database analysis: characterization of patients' groups", Proc. of Discovery Challenge 2004 in European Conferences on Machine Learning and European Conferences on Principles and Practice of Knowledge Discovery in Databases (PKDD04), pp 26-31, Pisa Italy, September 2004
9. Huaiguo Fu and Engelbert Mephu Nguifo. "A parallel algorithm to generate formal concepts for large data", Proc. of the Second International Conference on Formal Concept Analysis (ICFCA04), pp 394-401, Springer LNCS, Sydney Australia, February 2004
10. Huaiyu Fu, Huaiguo Fu, P. Njiwoua, and Engelbert Mephu Nguifo. "A Comparative Study of FCA-Based Supervised Classification Algorithms", Proc. of the Second International Conference on Formal Concept Analysis (ICFCA04), pp 313-320, Springer LNCS, Sydney Australia, February 2004
11. Huaiguo Fu and Engelbert Mephu Nguifo. "Un algorithme de génération des itemsets fermés pour la fouille de données", 4èmes journées d'Extraction et de Gestion des Connaissances (EGC04), pp 367-372, Clermont Ferrand, France, January 2004
12. Huaiyu Fu, Huaiguo Fu, P. Njiwoua and Engelbert Mephu Nguifo. "Une étude d'algorithmes de classification supervisée basée sur les treillis de Galois", 4èmes journées d'Extraction et de Gestion des Connaissances, poster pp277, Clermont Ferrand, France, January 2004
13. Huaiguo Fu and Engelbert Mephu Nguifo. "Partitioning large data to scale up lattice-based algorithm". The 15th IEEE International Conference on Tools with Artificial Intelligence (ICTAI03), pp 537-544, Sacramento, California USA, November 2003
14. Huaiguo Fu and Engelbert Mephu Nguifo. "A fast scalable algorithm to build closed itemsets from large data". The Third IASTED International Conference on Artificial Intelligence and Applications, pp 210-216, Benalmádena, Spain, September 2003
15. Short Version in: Valtchev P., Mephu Nguifo E. et Liquière M., Atelier francophone de la plate-forme de l'AFIA : Usages des treillis de Galois pour l'intelligence artificielle, ESIEA Recherche, pp 41-54, Laval, France, July 2003
16. Huaiguo Fu and Engelbert Mephu Nguifo. "How well go Lattice Algorithms on currently used Machine Learning Testbeds". First International Conference on Formal Concept Analysis (ICFCA03), Darmstadt, Germany, February 2003
17. Also in: 4èmes journées d'Extraction et de Gestion des Connaissances (EGC04), pp 373-384, Clermont Ferrand, France, January 2004
18. Huaiguo Fu and Engelbert Mephu Nguifo. "A Comparative Study of Amino acids Binary Codes". European Conference on Computational Biology (ECCB02), Poster Session, pp 66, Saarbrucken, Germany, October 2002
Development
ADMIRE System:
Combining dynamic efficient Distributed Data Mining (DDM) techniques and Grid-based service system, ADMIRE defines a new DDM infrastructure to deal with large and complex real distributed data.
VLDMining System:
VLDMining is a data analysis and knowledge discovery system that are implemented in JAVA and XML. Applying many different algorithms, this system can be used to mine formal concepts, frequent closed itemsets, association rules for large data.
Accounting Software:
Developed accounting softwares and provided development services in the areas of computerized accounting and database management system (in China)
Professional Service
Organization Committee:
Third International Conference on Formal Concept Analysis (ICFCA05), Lens France, February 2005
Conference:
Co-chair Manweek2006, TPC of CIICT2007
Reviewer:
for International conferences
|
|