Multilinear Principal Component Analysis (MPCA) 1.0

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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 paperAlgorithm 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 databaseUSF17Gal.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.

Requirements: No special requirements

Platforms: Matlab

Keyword: 32x32, Class, Database, Faces, Feret, Feretc Mat, Samples, Subjects, Usf Galmat

Users rating: 0/10

License: Shareware

Size: 3.18 MB

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