Plenary
Lecture
Outlier Detection for Level Change (LC) in GARCH(1,1)
Processes
Professor Azami Zaharim
Head Centre for Engineering Education Research
Faculty of Engineering and Built Environment
Head for Renewable Energy Resources and Social Impact
Research Group
Solar Energy Research Institute (SERI)
Universiti Kebangsaan Malaysia
43600 UKM, Bangi, Selangor
MALAYSIA
Email:
azami@vlsi.eng.ukm.my
Abstract: This study
describes outlier detection in
time series data for the outlier
of level change (LC) type. The
main objective is to derive a test
statistic for detecting LC in
GARCH(1,1) processes. Subsequently
a procedure for testing the
presence of outliers using the
statistics was developed. In the
derivation of the statistics, the
method applied was based on an
analogy of GARCH(1,1) as being
equivalent to ARMA(1,1) for the
residuals . Because of the
difficulty in determining the
sampling distributions of the
outlier detection statistics,
critical regions were estimated
through simulations. The
performance of the outlier
detection was evaluated based on
the outlier test criteria using
simulations. Results on the power
of correctly detecting the outlier
was reported. The developed
outlier detection procedure was
applied for testing the presence
of LC outliers in the daily
observations of the Kuala Lumpur
Composite Index (KLCI), the Index
of Consumer Product (ICP), and the
Index of Industrial Product (IIP)
for the period 1990 to 2005. Over
the period, the results indicate
that LC outlier occurred in year
1998.
Brief Biography of the Speaker:
Azami Zaharim worked first 13
years as a lecturer in the
Universiti Teknologi MARA
(University of MARA Technology -
UiTM) before joining the
Universiti Kebangsaan Malaysia
(National University of Malaysia -
UKM) in the year 2003. He is
Associate Professor at the Faculty
of Engineering and Built
Environment UKM, and is currently
the head for centre engineering
education research. He obtained
his BSc(Statistics and Computing)
with Honours from North London
University, UK in 1988 and PhD
(Statistics) in 1996 from
University of Newcastle Upon Tyne,
UK. He specialize in statistics,
public opinion, engineering
education and renewable energy
resources. He has until now
published over 100 research papers
in Journals and conferences,
conducted more than 15 public
opinion consultancies and
delivered 3 keynotes/invited
speeches at national and
international meetings. He is
currently the head of Renewable
Energy Resources and Social Impact
Research Group under the Solar
Energy Research Institute (SERI).
In the year 2007, he headed the
Engineering Mathematics Research
Group.
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