Publications by Area
In Progress (comments are
welcome!)
Davidson, I., Yin K., “Semi-Lazy Learning”
Davidson, I., “Two Faces of Data Mining”
Davidson, I., Yin K., “On Bagging, Bayesian Model
Averaging and Reducing Uncertainty in Learning”
Theory: Data Mining, Learning
and Stochastic Search
- Davidson, I., "A
Particle Visualization Framework for Clustering and Anomaly
Detection", ACM KDD Workshop on Visual Data Mining Color PDF
- Davidson, I.,
"Visualizing Clustering Results", SIAM International Conference
on Data Mining, 2002 Color PDF
- Davidson, I., "Minimum
Message Length Clustering Using Gibbs Sampling", 16th International
Conference on Uncertainty in A.I., 2000 GZipped Post
Script, Post
Script, PDF
- Davidson, I., “Combining
Probabilistic Search, Latent Variable Analysis and Classification Models”,
AAAI Workshop on Probabilistic Search, 2002 PDF
- Davidson, I., "Finding
and Using Multiple Models For Autonomous Unsupervised Learning", 4th
International Conference on Intelligent Systems and Semiotics, NIST,
Washington, 1997 GZipped
Post Script, Post
Script, PDF
- Davidson, I.,
"Clustering Using the Minimum Message Length Criterion and Simulated
Annealing", 3rd International Workshop on Artificial Intelligence,
Prague, Czech Republic., 1996 Post Script, PDF
- Kosmyni, A. and Davidson, I,
"The Benefits of Using Background Contextual Knowledge For Document
Representation To Classify Documents", Lecture Notes in Computer
Science Published By Springer, 1997 Post Script, PDF
Applications: Data Mining,
Expert Systems
- Davidson, I., Skibniewski,
M., (1995): "Simulation of Automated Data Collection in
Buildings," ASCE Journal of Computing in Civil Engineering, Vol. 9,
No. 1, January, pp. 9-20
- Davidson, I. et al,
"Applications of automated profile matching", 10th International
Conference on Computer Applications in Industry and Engineering CAINE'97. Post Script, PDF
- Davidson, I. And Kowalczyk,
R., "Towards Better Approaches To Decision Support in Logistics
Problems", Industrial Logistics, Feb 1997 Post Script,
PDF
- Sharpe R., Oakes S., Haselden
P., Davidson I., "Automation of the Building Code of Australia",
3rd World Congress of Building Officials (New Orleans, USA May 1-6 1994)
- Sharpe R, Oakes S, Haselden P
Davidson I & Wenbin G. (1992), "Computer Aid for the Building
Code of Australia", Proceedings of the International Building
Conference (ABIC 92), "Efficient and Effective Construction in the
90's", Gold Coast, pp. 301-307.
- Sharpe R, Oakes S, Haselden P
and Davidson I. (1994), "Building Code of Australia Expert Assistant
- Putting Research into Practice", Proc ASCE First Congress on
Computing in Civil Engineering, Washington, D.C. pp.1679-1686.
Ph.D.
My Ph.D. thesis title is: "Markov Chain Monte Carlo Sampling and the
Minimum Message Length Principle".
I studied at Monash
University in Melbourne, Australia Under the supervision of Emeritus
Professor C.S. Wallace
· Here is the abstract
· Here is the nine page introduction Postscript, PDF