Papers on Model-Based Clustering, Spatial Point Patterns and Image Segmentation

Review paper

• How many clusters? Which clustering method? - Answers via Model-Based Cluster Analysis.
  Chris Fraley and Adrian E. Raftery.
  Technical Report no. 329. February 1998. A later version appeared in the Computer Journal 41(1998):578-588.

Research papers

• The Mixture Transition Distribution (MTD) Model for High-Order Markov Chains and Non-Gaussian Time Series.
  Andre Berchtold and Adrian E. Raftery.
  Technical Report no. 360. August 1999.

• Detecting Mines in Minefields with Linear Characteristics.
  Daniel Walsh and Adrian E. Raftery.
  Technical Report no. 359. August 1999.

• MCLUST: Software for Model-Based Cluster Analysis.
  Chris Fraley and Adrian E. Raftery.
  Technical Report no. 342. February 1998. A revised and shortened version is to appear in the Journal of Classification

• Algorithms for Model-Based Gaussian Hierarchical Clustering.
  Chris Fraley.
  Technical Report no. 311. February 1998. A later version appeared in the SIAM Journal on Scientific Computing 20(1998):270-281.

• Model-Based Methods for Real-Time Textile Fault Detection. J. G. Campbell, C. Fraley, D. Stanford, F. Murtagh and A. E. Raftery. to appear in International Journal of Imaging Science and Technology.

• Three types of gamma-ray bursts.
  Soma Mukherjee, Eric D. Feigelson, Gutti Jogesh Babu, Fionn Murtagh, Chris Fraley, Adrian Raftery.
  Working Paper, Department of Astronomy and Astrophysics, Penn State University. February 1998. A later version appeared in the Astrophysical Journal 508(1998):314-327.

• Bayesian Estimation and Segmentation of Spatial Point Processes using Voronoi Tilings.
  Simon D. Byers and Adrian E. Raftery.
  Technical Report no. 326, December 1997.

• Bayesian morphology: Fast unsupervised Bayesian image analysis.
  Florence Forbes and Adrian E. Raftery.
  Technical Report no. 325, December 1997. A later, shortened version is to appear in Journal of the American Statistical Association, June 1999.

• Principal Curve Clustering with Noise.
  Derek Stanford and Adrian E. Raftery.
  Technical Report no. 317, February 1997. A later version is to appear in IEEE Transactions on Pattern Analysis and Machine Intelligence.

• Non-parametric Maximum Likelihood Estimation of Features in Spatial Point Processes Using Voronoi Tesselation (revised version).
  Denis Allard and Chris Fraley.
  Technical Report no. 293R, December 1996.
  A revised version appeared in Journal of the American Statistical Association 92(1997):1485-1493.

• Linear Flaw Detection in Woven Textiles using Model-Based Clustering.
  John G. Campbell, Chris Fraley, Fionn Murtagh and Adrian E. Raftery. Technical Report no. 314, July 1996.
  A revised version appeared in Pattern Recognition Letters: 18(1997):1539-1548.

• Algorithms for Model-Based Gaussian Hierarchical Clustering.
  Chris Fraley. Technical Report no. 311. October 1996.
  A revised version will appear in SIAM Journal on Scientific Computing.

• Nearest Neighbor Clutter Removal for Estimating Features in Spatial Point Processes.
  Simon Byers and Adrian E. Raftery. Technical Report no. 305. April 1996.
  A revised version appeared in Journal of the American Statistical Association in June 1998.

• Detecting Features in Spatial Point Processes with Clutter via Model-Based Clustering.
  Abhijit Dasgupta and Adrian Raftery.
  Technical Report no. 295, October 1995.
  A revised version appeared in Journal of the American Statistical Association 93(1998):294-302.

• Non-parametric Maximum Likelihood Estimation of Features in Spatial Point Processes Using Voronoi Tesselation.
  Denis Allard.
  Technical Report no. 293, August 1995.

• Inference in Model-Based Cluster Analysis.
  Halima Bensmail, Gilles Celeux, Adrian E. Raftery and Christian P. Robert.
  Technical Report no. 285, March 1995.
  A revised version appeared in Statistics and Computing 7(1997):1-10.

• Regularized Gaussian Discriminant Analysis through Eigenvalue Decomposition.
  Halima Bensmail and Gilles Celeux.
  Technical Report no. 278, August 1994. A revised version appeared in Journal of the American Statistical Association, December 1996.

Click here to return to Adrian Raftery's home page.

Click here to return to the Statistics Dept. home page.

Click here to return to the University of Washington home page.