Paper available

Dr. Michael Wong phkywong at uxmail.ust.hk
Mon May 27 08:56:13 EDT 1996


The following papers, to be presented at ICONIP'96, 
is now available via anonymous FTP. (5 pages each)
============================================================================
FTP-host: physics.ust.hk
FTP-files: pub/kymwong/robust.ps.gz

       Neural Dynamic Routing for Robust Teletraffic Control
         Neural Network Classification of Non-Uniform Data

               W. K. Felix Lor and K. Y. Michael Wong
                       Department of Physics, 
         The Hong Kong University of Science and Technology,
                 Clear Water Bay, Kowloon, Hong Kong.
     E-mail addresses: phfelix at usthk.ust.hk, phkywong at usthk.ust.hk


                               ABSTRACT

We study the performance of a neural dynamic routing algorithm on the circuit-
switched network under critical network situations.  It consists of a teacher
generating examples for supervised learning in a group of student neural controllers.  Simulations show that the method is robust and superior to 
conventional routing techniques.

============================================================================
FTP-host: physics.ust.hk
FTP-files: pub/kymwong/nonuni.ps.gz

         Neural Network Classification of Non-Uniform Data

                 K. Y. Michael Wong and H. C. Lau
                       Department of Physics, 
         The Hong Kong University of Science and Technology,
                 Clear Water Bay, Kowloon, Hong Kong.
     E-mail addresses: phkywong at usthk.ust.hk, phhclau at usthk.ust.hk


                               ABSTRACT

We consider a model of non-uniform data, which resembles typical data for 
system faults in diagnostic classification tasks.  Phase diagrams illustrate 
the role reversal of the informators and background as parameters change.  
With no prior knowledge about the non-uniformity, the Bayesian classifier may 
perform worse than other neural network classifiers for few examples.

============================================================================
FTP instructions:

unix> ftp physics.ust.hk
Name: anonymous
Password: your full email address
ftp> cd pub/kymwong
ftp> get robust.ps.gz (or get nonuni.ps.gz)
ftp> quit
unix> gunzip robust.ps.gz (or gunzip nonuni.ps.gz)
unix> lpr robust.ps (or lpr nonuni.ps.gz)


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