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Keith Neo Kian Seng, PhD
Research Scientist / Reporting Specialist / Operations Executive


 

 

Gaussian Process Models and Machine Learning


My research domain is within, but not limited to, the area of interest of Electronics and Electrical Engineering (EEE). The topic of my research involves the use of Gaussian process within a Bayesian framework for System Identification, particularly to identify nonlinear dynamic systems. In other fields of the research, the Gaussian Process prior model is also known to be part of Machine Learning.
 
I am also currently contracted to work for SAP to conduct various analytical, operational and management works as a Reporting Specialist / Operations Executive.
 
 
 
Area of Interests and Research Topics
 
I have great interest in some of these research topics:
  • Multiple stochastic Gaussian processes
  • Compound state-space time-series regression using Gaussian process models
  • Fast algorithms implementation for large-scale Gaussian regressions
  • Identification of nonlinear dynamic systems
  • Analysis of wind turbine aerodynamics and electro-mechanical dynamics to aid and improve design of controller
  • Data mining, statistical analysis and specialised reporting
  • Effective data cleansing algorithm using Bayesian technique

 

Research Equipments
 
Some of the following equipment were used during my research in Gaussian processes; particularly the development of fast algorithms, which the use of fast computing machines to perform burn-in training is vital.
  • Dell Laptop 3.06GHz
  • Dell Desktop 3.06GHz (Strathclyde)
  • Dell Desktop 2.8GHz (Hamilton)

 

These systems were installed with Windows XP and Linux (SuSE 9.3 and Ubuntu 6.10) operating systems. Compiled C codes are the preferred choice of programming languages for both platforms.


 

Other Areas
 
Another area of my interests is the ASP.NET 2.0 Framework programming. Integrated with Microsoft SQL, the ASP.NET 2.0 Framework is a power, yet efficient language, which will be used to drive large enterprise database system running on Windows-based server.
Latest News Update
 
Thesis is now available for download.
- 11 February 2009
 
I am curently based in Singapore from September 2007.
- 8 October 2007
 
My lab will be moving to the University of Strathclyde from July 2007 onwards.
- 26 April 2007
 
 
How to Contact Me

SAP APJ
Phone number: +65-6768-6704
Fax number: +65-6768-5704
Address:
Undisclosed
 
Hamilton Institute
Phone number: +353-1-708-6100
Fax number: +353-1-708-6269
Address:
Hamilton Institute,
National University of Ireland, Maynooth
Maynooth, Co. Kildare
Ireland
E-mail address: (Click here)