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Component Analysis for Data Analysis
This project is no longer active.
Head: Fernando De la Torre Frade
Contact: Fernando De la Torre Frade
Mailing address:
Carnegie Mellon University
Robotics Institute
211 Smith Hall
Pittsburgh, PA 15213
Publications
  • Learning Kernel Expansions for Image Classification

    Fernando De la Torre Frade and Oriol Vinyals
    IEEE Conference on Computer Vision and Pattern Recognition, June, 2007.
    Details | pdf (831KB) | Copyrighted

  • Filtered Component Analysis to Increase Robustness to Local Minima in Appearance Models

    Fernando De la Torre Frade, Alvaro Collet Romea, Jeffrey Cohn, and Takeo Kanade
    IEEE Conference on Computer Vision and Pattern Recognition, June, 2007.
    Details | pdf (4MB) | Copyrighted

  • Simultaneous registration and clustering for temporal segmentation of facial gestures from video

    Fernando De la Torre Frade, Joan Campoy, Jeffrey Cohn, and Takeo Kanade
    2nd International Conference on Computer Vision Theory and Applications, March, 2007.
    Details

  • Parameterized Kernels for Support Vector Machine Classification

    Fernando De la Torre Frade and Oriol Vinyals
    International Conference on Computer Vision Theory and Applications, , March, 2007, pp. 207-213.
    Details

  • Indoor People Tracking based on Dynamic Weighted Multidimensional Scaling

    Jose Maria Cabero, Fernando De la Torre Frade, I. Arizaga, and A. Sanchez
    IEEE International Symposium on Modeling, Analysis and Simulation of Wireless and Mobile Systems, October, 2007.
    Details | pdf (707KB) | Copyrighted

  • Bilinear Active Appearance Models

    Jose Gonzalez, Fernando De la Torre Frade, Rajesh Murthi, Nicolas Guil Mata, and E. Zapata
    Workshop on Non-rigid Registration and Tracking through Learning, October, 2007.
    Details | pdf (965KB) | Copyrighted

  • A Comparative Study of Supervised Learning Techniques for the Radiative Transfer Equation Inversion

    Esteban Garcia, Fernando De la Torre Frade, and A. De Castro
    International Conference on Machine Learning and Data Analysis, October, 2007.
    Details

  • Discriminative Cluster Analysis

    Fernando De la Torre Frade and Takeo Kanade
    International Conference on Machine Learning, June, 2006, pp. 241 - 248.
    Details | pdf (489KB) | Copyrighted

  • Multimodal Oriented Discriminant Analysis

    Fernando De la Torre Frade and Takeo Kanade
    International Conference on Machine Learning (ICML)., August, 2005.
    Details | pdf (401KB) | Copyrighted

  • Representational Oriented Component Analysis (ROCA) for Face Recognition with One Sample Image per Training Class

    Fernando De la Torre Frade, Ralph Gross, Simon Baker, and Vijaya Kumar
    Computer Vision and Pattern Recognition, June, 2005, pp. 266 - 273.
    Details | pdf (560KB) | Copyrighted

  • Multimodal Oriented Discriminant Analysis

    Fernando De la Torre Frade and Takeo Kanade
    tech. report CMU-RI-TR-05-03, Robotics Institute, Carnegie Mellon University, January, 2005
    Details | pdf (197KB) | Copyrighted