email: yuguo*
phone: (217)
244-3932
fax: (217)
244-7190
office:
103C Illini Hall
725
S. Wright St.
Champaign, IL 61820
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Associate Professor of Statistics
PhD in Statistics, Stanford University, 2001
Website
Research Interests
- Monte Carlo theory and methodology : Sequential Monte Carlo;
Markov chain Monte Carlo; Applications of Monte
Carlo methods in scientific problems.
- Computational biology: Population genetics; Linkage disequilibrium.
- Dynamic systems: Filtering and smoothing in state space models;
Change-point problems, Identification and
adaptive control of nonlinear stochastic systems.
- Other interests: Statistical inference; Applied
probability; Combinatorics; Conditional inference on contingency tables;
Tomographic analysis of the solar atmosphere.
Honors and Appointments
- Associate Editor,
Journal of Computational and Graphical Statistics (2007-)
Selected Publications
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Zhang, J. and Chen, Y. (2013).
Sampling for Conditional Inference on Network Data.
Journal of the American Statistical Association. In press.
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Chen, Y. (2012).
A Theory for the Multiset Sampler.
Statistics and Probability Letters, 82, 473-477.
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Wu, B., Lai, T. L., and Chen, Y. (2012).
Sequential Planning for Robotic Navigation and Exploration under Uncertainty.
In Introduction to Modern Robotics II, 47-68. iConcept Press.
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Dinwoodie, I. H. and Chen, Y. (2011).
Sampling Large Tables with Constraints.
Statistica Sinica, 21, 1591-1609.
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Yun, J. and Chen, Y. (2010).
Discussion on "Particle Markov Chain Monte Carlo Methods"
by C. Andrieu, A. Doucet, and R. Holstein.
Journal of the Royal Statistical Society, Series B, 72, 332-333.
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Wu, T., Chen, Y., and Han, J. (2010).
Re-Examination of Interestingness Measures in Pattern Mining: A Unified Framework.
Data Mining and Knowledge Discovery, 21, 371-397.
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Leman, S. C., Chen, Y., and Lavine, M. (2009).
The Multiset Sampler.
Journal of the American Statistical Association. 104, 1029-1041.
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Butala, M. D., Frazin, R. A., Chen, Y., and Kamalabadi, F. (2009).
Tomographic Imaging of Dynamic Objects With the Ensemble Kalman Filter.
IEEE Transactions on Image Processing, 18, 1573-1587.
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Chen, Y., Dinwoodie, I. H., and Yoshida, R. (2009).
Markov Chains, Quotient Ideals, and Connectivity with Positive Margins.
In Algebraic and Geometric Methods in Statistics, 99-110. Cambridge University Press.
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