Plenary
Lecture
Some Issues and Approaches in Data Mining
Professor Tzung-Pei Hong
Department of Computer Science and Information
Engineering
National University of Kaohsiung
TAIWAN
E-mail:
tphong@nuk.edu.tw
Abstract:
Data mining plays a central role in knowledge discovery.
It involves applying specific algorithms to extract
patterns or rules from data sets in a particular
representation. Many researchers in database and
machine-learning fields are interested in this new
research topic since it offers opportunities to discover
useful information and important relevant patterns in
large databases, thus helping decision-makers analyze
data easily and make good decisions regarding the
domains in question. Years of effort in data mining have
produced a variety of efficient techniques and
applications. In this speech, I would like to present
some currently popular and interesting techniques
developed in our research group. They include the
integration of data mining with soft computing, privacy
and ontology. The integration of data mining with soft
computing can easily handle quantitative transactions
and infer linguistic knowledge. Data mining with privacy
can hide some transaction data or rules in the mining
process for safety. Using ontology can take domain
knowledge into consideration and improve the
effectiveness of mining results. Besides, I will also
introduce some interesting applications such as
knowledge warehouse, web mining and on-shelf purchasing
behavior mining.
Brief Biography of the Speaker:
Tzung-Pei Hong received his B.S. degree in chemical
engineering from National Taiwan University in 1985, and
his Ph.D. degree in computer science and information
engineering from National Chiao-Tung University in 1992.
From 1987 to 1994, he was with the Laboratory of
Knowledge Engineering, National Chiao-Tung University,
where he was involved in applying techniques of parallel
processing to artificial intelligence. He was an
associate professor at the Department of Computer
Science in Chung-Hua Polytechnic Institute from 1992 to
1994, and at the Department of Information Management in
I-Shou University (originally Kaohsiung Polytechnic
Institute) from 1994 to 1999. He was a professor in
I-Shou University from 1999 to 2001. He was in charge of
the whole computerization and library planning for
National University of Kaohsiung in Preparation from
1997 to 2000 and served as the first director of the
library and computer center in National University of
Kaohsiung from 2000 to 2001, as the Dean of Academic
Affairs from 2003 to 2006 and as the Vice President from
2007 to 2008. He is currently a distinguished professor
at the Department of Computer Science and Information
Engineering and at the Department of Electrical
Engineering.
He has published more than 350 research papers in
international/national journals and conferences and has
planned more than fifty information systems. He is also
the board member of more than thirty journals and the
program committee member of more than one hundred and
thirty conferences. His current research interests
include parallel processing, machine learning, data
mining, soft computing, management information systems,
and www applications.
Dr. Hong is a member of the Association for Computing
Machinery, the IEEE, the Chinese Fuzzy Systems
Association, the Taiwanese Association for Artificial
Intelligence, and the Institute of Information and
Computing Machinery.
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