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Multilinear Principal Component Analysis (MPCA) 1.0
File ID: 82098






Multilinear Principal Component Analysis (MPCA) 1.0
Download Multilinear Principal Component Analysis (MPCA) 1.0http://www.mathworks.comReport Error Link
License: Shareware
File Size: 3.2 MB
Downloads: 115
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Multilinear Principal Component Analysis (MPCA) 1.0 Description
Description: Matlab source codes for Multilinear Principal Component Analysis (MPCA)

%[Algorithms]%
The matlab codes provided here implement two algorithms presented in the paper "MPCA_TNN08Jan.pdf" included in this package:

Haiping Lu, K.N. Plataniotis, and A.N. Venetsanopoulos, "MPCA: Multilinear Principal Component Analysis of Tensor Objects", IEEE Transactions on Neural Networks, Vol. 19, No. 1, Page: 18-39, January 2008.

Algorithm 1: "MPCA.m" implements the MPCA algorithm described in this paper
Algorithm 2: "MPCALDA.m" implements the MPCA+LDA algorithm in this paper

%[Usages]%
Please refer to the comments in the codes, which include example usage on 2D data and 3D data below:

FERETC80A45.mat: 320 faces (32x32) of 80 subjects (4 samples per class) from the FERET database

USF17Gal.mat: 731 gait samples (32x22x10) of 71 subjects from the gallery set of the USF gait challenge data sets version 1.7

%[Toolbox]%
The code needs the tensor toolbox available at http://csmr.ca.sandia.gov/~tgkolda/TensorToolbox/

%[Restriction]%
In all documents and papers reporting research work that uses the matlab codes provided here, the respective author(s) must reference the following paper:

[1] Haiping Lu, K.N. Plataniotis, and A.N. Venetsanopoulos, MPCA: Multilinear Principal Component Analysis of Tensor Objects", IEEE Transactions on Neural Networks, Vol. 19, No. 1, Page: 18-39, January 2008.

License: Shareware

Related: Samples, subjects, 32x32, Class, feret, usf galmat, Database, Faces, feretc mat

O/S:BSD, Linux, Solaris, Mac OS X

File Size: 3.2 MB

Downloads: 115



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