Math @ Duke
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Guangliang Chen, Visiting Assistant Professor
Please note: Guangliang has left the Mathematics department at Duke University; some info here might not be up to date. - Contact Info:
- Education:
PhD | University of Minnesota | 2009 |
B.Sc. | University of Science & Technology of China | 2003 |
- Specialties:
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Applied Math
- Research Interests: analysis of high-dimensional data, machine learning
Current projects:
Multiscale Geometric Dictionaries for Images , Multiscale Density Estimation for Data Sets, Modeling Data by Multiple Subspaces
- Areas of Interest:
- multiscale analysis
sparse approximation/dictionary learning statistical analysis of high dimensional data linear/nonlinear modeling
- Representative Publications
(More Publications)
- W.K. Allard, G. Chen, and M. Maggioni, Multiscale Geometric Methods for Data Sets II: Geometric Multi-Resolution Analysis,
Applied and Computational Harmonic Analysis, vol. 32 no. 3
(May, 2012),
pp. 435-462 [doi] [author's comments]
- G. Chen, M. Maggioni, Multiscale Geometric and Spectral Analysis of Plane Arrangements,
in Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
(June, 2011), Colorado Springs, CO
- G. Chen and G. Lerman, Spectral Curvature Clustering (SCC),
International Journal of Computer Vision, vol. 81
(2009),
pp. 317-330 [pdf]
- G. Chen and G. Lerman, Foundations of a Multi-way Spectral Clustering Framework for Hybrid Linear Modeling,
Foundations of Computational Mathematics
(2009) [pdf]
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dept@math.duke.edu
ph: 919.660.2800
fax: 919.660.2821
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Mathematics Department
Duke University, Box 90320
Durham, NC 27708-0320
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