Algorithms for Large-scale Statistical Computations

1. [***] Y. Wu, X. Liu, and K. Gallivan, Two-stage Optimal Component Analysis via Dimensional Reduction, submitted to 2006 International Conference on Image Processing.
   
   
2. [PDF file] P.-A. Absil and K. A. Gallivan. Joint Diagonalization on the Oblique Manifold for Independent Component Analysis. To appear Proceedings of IEEE 2006 International Conferance on Acoustics, Speech and Signal Processing.
   
   
3. [PDF file] A. Srivastava, X. Liu and K. Gallivan. Optimal Linear Representations of Images for Object Recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 26, Number 5, pp. 662 - 666, 2004.
   
   
4. [PDF file] X. Liu, A. Srivastava, and K. Gallivan. Optimal Linear Representations of Images for Object Recognition, Proceedings of IEEE Computer Vision and Pattern Recognition, Vol. 1, pp. 229 - 234, 2003.
   
   
5. [PDF file] Kyle A. Gallivan., Anuj Srivastava, Xiuwen Liu, and Paul Van Dooren. Efficient Algorithms for Inferences on Grassmann Manifolds. Proceedings of 2003 IEEE Workshop on Statistical Signal Processing, pp. 301- 304, 2003.