Publications
2003
1.
Gene Expression
Clustering with Functional Mixture Models
D. Chudova, C.Hart, E. Mjolsness, P. Smyth. Proceedings of the 17th
Conference on Neural Information Processing Systems (NIPS 2003).
[PDF]
2.
Probabilistic Models for Joint Clustering and Time-Warping
of Multidimensional Curves
D. Chudova, S.Gaffney, P. Smyth. Proceedings of the 19th Conference on Uncertainty in
Artificial Intelligence (UAI-03).
[PDF]
3.
Translation-invariant clustering of multidimensional curves
D. Chudova, S.Gaffney, E.Mjolsness, P. Smyth. Proceedings of the Ninth
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining,
Washington DC, 2003 (KDD-03).
[PDF]
2002
4.
Analysis of pattern discovery in sequences using Bayes
error rate framework
D. Chudova, P. Smyth. Data Mining and Knowledge Discovery Journal,
July 2003, Volume 7, Issue 3,
pp. 273-299
An extended version of this paper
is available as a technical report below.
5.
Sequential pattern
discovery under a Markov assumption
D. Chudova and P. Smyth. Technical Report UCI-ICS 02-08.
[PDF] [Postscript]
6.
Pattern discovery in sequences under a Markov assumption
D. Chudova and P. Smyth. Proceedings of the Eighth ACM SIGKDD International
Conference on Knowledge Discovery and Data Mining, Edmonton, 2002. This
paper won the KDD-2002
Best Research Paper award.
[Postscript] [PDF]
KDD-2002 talk slides.
[PPT]
2001
7.
Unsupervised identification of sequential patterns under a
Markov assumption
D. Chudova and P. Smyth. Presented
at the ACM SIGKDD 2001
Workshop on Temporal Data Mining, San Francisco, 2001.
[PDF]
8.
Towards scalable support vector machines using squashing
D. Pavlov, D.
Chudova and P. Smyth. Proceedings of the Sixths ACM SIGKDD International
Conference on Knowledge Discovery and Data Mining, Boston, 2000.
[Postscript]
[PDF] –
slightly modified version of the final paper
1999
9.
Using
Neural Networks to Predict Claim Duration in the Presence of Right
Censoring and Covariates
D. Speights, J. Brodsky and D. Chudova. Casual Actuarial Society Forum,
Winter 1999
[PDF]
10.
Differential equations with degenerate coefficient by order
derivative
N. Kh. Rozov, V. G. Sushko, D. I. Chudova.
Fundamentalnaya I prikladnaya
matematika (Fundamental and applied mathematics), 1998, v. 4, # 3, pp. 1063-1095 (In Russian)
11.
Benchmarking of Different Modifications of the Cascade
Correlation Algorithm
D. I. Chudova, S. A. Dolenko, Yu. V. Orlov, D. Pavlov, I. G.
Persiantsev. Proc. 3rd International Conference on Adaptive Computing in
Design and Manufacture, 1998, pp.339-344.
1997
12.
Development of a Statistics Based System for Fluorescent
Diagnostics of Organic Pollution in Water
Yu.V.Orlov, I.G.Persiantsev, D.I.Chudova, D. Pavlov,
S.M.Babichenko. Proc. of the 3rd EARSeL Workshop on Lidar Remote Sensing of
Land and Sea, 1997, pp.157-162.