Graphics enhanced version of this site

Publications, Component Analysis for Data Analysis

Note: This list may not be comprehensive. It contains only those publications in the RI publications database. Entries are listed in reverse chronological order.

• A Comparative Study of Supervised Learning Techniques for the Radiative Transfer Equation Inversion
  E. Garcia, F. De la Torre Frade, and A.D. Castro
  International Conference on Machine Learning and Data Analysis, October, 2007. [Abstract]

• Bilinear Active Appearance Models
  J. Gonzalez, F. De la Torre Frade, R. Murthi, N. Guil Mata, and E. Zapata
  Workshop on Non-rigid Registration and Tracking through Learning, October, 2007. [Abstract]
  Download: pdf [965 KB] copyrighted

• Indoor People Tracking based on Dynamic Weighted Multidimensional Scaling
  J. Maria Cabero, F. De la Torre Frade, I. Arizaga, and A. Sanchez
  IEEE International Symposium on Modeling, Analysis and Simulation of Wireless and Mobile Systems, October, 2007. [Abstract]
  Download: pdf [706 KB] copyrighted

• Filtered Component Analysis to Increase Robustness to Local Minima in Appearance Models
  F. De la Torre Frade, A. Collet Romea, J. Cohn, and T. Kanade
  IEEE Conference on Computer Vision and Pattern Recognition, June, 2007. [Abstract]
  Download: pdf [4071 KB] copyrighted

• Learning Kernel Expansions for Image Classification
  F. De la Torre Frade and O. Vinyals
  IEEE Conference on Computer Vision and Pattern Recognition, June, 2007. [Abstract]
  Download: pdf [830 KB] copyrighted

• Parameterized Kernels for Support Vector Machine Classification
  F. De la Torre Frade and O. Vinyals
  International Conference on Computer Vision Theory and Applications, March, 2007, pp. 207-213. [Abstract]

• Simultaneous registration and clustering for temporal segmentation of facial gestures from video
  F. De la Torre Frade, J. Campoy, J. Cohn, and T. Kanade
  2nd International Conference on Computer Vision Theory and Applications, March, 2007. [Abstract]

• Discriminative Cluster Analysis
  F. De la Torre Frade and T. Kanade
  International Conference on Machine Learning, ACM Press, New York, NY, USA, Vol. 148, June, 2006, pp. 241 - 248. [Abstract]
  Download: pdf [488 KB] copyrighted

• Multimodal Oriented Discriminant Analysis
  F. De la Torre Frade and T. Kanade
  International Conference on Machine Learning (ICML)., August, 2005. [Abstract]
  Download: pdf [401 KB] copyrighted

• Representational Oriented Component Analysis (ROCA) for Face Recognition with One Sample Image per Training Class
  F. De la Torre Frade, R. Gross, S. Baker, and V. Kumar
  Computer Vision and Pattern Recognition, Vol. 2, June, 2005, pp. 266 - 273. [Abstract]
  Download: pdf [559 KB] copyrighted

• Multimodal Oriented Discriminant Analysis
  F. De la Torre Frade and T. Kanade
  tech. report CMU-RI-TR-05-03, Robotics Institute, Carnegie Mellon University, January, 2005. [Abstract]
  Download: pdf [196 KB] copyrighted