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College of Arts & Sciences
Department of Statistics

Highly Structured Data

Highly structured and high-dimensional data

[functional data analysis, spatiotemporal modeling, image analysis, medical imaging, model selection, shrinkage]


Primary Theme: Tim Hanson, David Hitchcock, Dewei Wang

Secondary Theme: L.Wang

Some Publications

  • Ferreira, L. and Hitchcock, D. B. (2009), "A Comparison of Hierarchical Methods for Clustering Functional Data," Communications in Statistics: Simulation and Computation, 38, 1925-1949.
  • Hitchcock, D. B., Booth, J. G., and Casella, G. (2007), "The Effect of Pre-smoothing Functional Data on Cluster Analysis," Journal of Statistical Computation and Simulation, 77, 1043-1055.
  • Dryden, Ian L. (2005). Statistical analysis on high-dimensional spheres and shape spaces. Ann. Statist. 33, no. 4, 1643--1665.
  • Hitchcock, David B.; Casella, George; Booth, James G. (2006). Improved estimation of dissimilarities by presmoothing functional data. J. Amer. Statist. Assoc. 101, no. 473, 211--222.