IEEE Systems, Man and Cybernetics Magazine - January 2021 - 33

electrical and computer engineering at Florida State University, Tallahassee, Florida, USA. He is a licensed professional
engineer. His research interests include computational intelligence, graph theory, and tensor-based methods in machine
learning. He is a Senior Member of IEEE.
Rodney G. Roberts (rroberts@eng.famu.fsu.edu)
earned his B.S. degrees in electrical engineering and
mathematics from the Rose-Hulman Institute of Technology and his M.S. and Ph.D. degrees in electrical
engineering from Purdue University. He is a professor
of electrical and computer engineering at Florida State
University, Tallahassee, Florida, USA. He was appointed as a Fulbright U.S. Scholar, Faculty of Science and
Technology, University of Macau, in 2016. From 2012 to
2016, he was secretary and, from 2015 to 2018, vice
president for systems science and engineering for the
IEEE Systems, Man, and Cybernetics Society. He is an
associate editor of IEEE Transactions on Sys-t ems,
Man, and Cybernetics: System. He is a Senior Member
of IEEE.

[12] H. Lu, K. Plataniotis, and A. N. Venetsanopoulos, " MPCA: Multilinear principal
component analysis of tensor objects, " IEEE Trans. Neural Netw., vol. 19, no. 1, pp.
18-39, Jan. 2008. doi: 10.1109/TNN.2007.901277.
[13] Y. Tang, C. Chen, and F. Zhao, " Wood identification based on PCA, 2DPCA and
(2D)2 PCA, " in Proc. 5th Int. Conf. Imag. Graph., Xi'an, China, Sept. 20-23, 2009,
pp. 784-789. doi: 10.1109/ICIG.2009.47.
[14] W. Zuo, D. Zhang, and K. Wang, " Bidirectional PCA with assembled matrix distance metric for image recognition, " IEEE Trans. Syst., Man, Cybern. B, Cybern.,
vol. 36, no. 4, pp. 863-872, 2006. doi: 10.1109/TSMCB.2006.872274.
[15] J. Yang, Y. Xu, and J. Y. Yang, " Bi-2DPCA: A fast face coding method for recognition, "
in Pattern Recognition Recent Advances. Berlin: Springer-Verlag, 2010, pp. 314-340.
[16] R. A. Nelson, " Coupled subspace analysis and PCA variants: A computer vision
application, " M.S. thesis, Dept. Elect. Comp. Eng., Florida State Univ., 2015.
[17] D. Xu, S. Yan, D. Tao, L. Zhang, X. Li, and H. Zhang, " Human gait recognition
with matrix representation, " IEEE Trans. Circuits Syst. Video Technol., vol. 16, no. 7,
pp. 896-903. July 2006. doi: 10.1109/TCSVT.2006.877418.
[18] F. X. Guan, K. J. Wang, and H. Ma, " Bi-direction weighted (2D) 2PCA with eigenvalue normalization one for finger vein recognition, " Pattern Recognit. Artif. Intell.,
vol. 24, no. 3, pp. 417-424, 2011.
[19] A. Kumar, A. K. Gaur, and M. Srivastava, " A segment based technique for detecting exudate from retinal fundus image, " Procedia Technol., vol. 6, pp. 1-9, 2012. doi:

References

10.1016/j.protcy.2012.10.001.

[1] L. Sirovich and M. Kirby, " Low dimensional procedure for the characterization

[20] A. Oliver, X. Llado, J. Marti, R. Marti, and J. Freixenet, " False positive reduction

of human faces, " J. Optic. Soc. Amer., vol. 4, no. 3, pp. 519-524, 1987. doi: 10.1364/

in breast mass detection using two-dimensional PCA, " in Proc. Iberian Conf. Pattern

JOSAA.4.000519.

Recognit. Image Anal., 2007, pp. 154-161. doi: 10.1007/978-3-540-72849-8_20.

[2] M. Turk and A. Pentland, " Face recognition using eigenfaces, " in Proc. IEEE Com-

[21] A. Tharwat, T. Gaber, and A. E. Hassanien, " One-dimensional vs. two-dimensional

put. Soc. Conf. Comput. Vis. Pattern Recognit. (CVPR '91), pp. 586-591. June 1991.

based features: Plant identification approach, " J. Appl. Logic, vol. 24, pp. 15-31, Nov.

[3] J. Yang, D. Zhang, A. Frangi, and J. Y. Yang, " Two-dimensional PCA: A new

2017. doi: 10.1016/j.jal.2016.11.021.

approach to appearance-based face representation and recognition, " IEEE

[22] S. Foucher and G. Langis, " Automatic detection and clustering of actor faces

Trans. Pattern Anal. Mach. Intell., vol. 26, pp. 131-137, Jan. 2004. doi: 10.1109/

based on spectral clustering techniques, " in Proc. 4th Can. Conf. Comput. Robot Vis.

TPAMI.2004.1261097.

(CRV'07), 2007, pp. 113-122. doi: 10.1109/CRV.2007.13.

[4] D. Zhang and Z.-H. Zhou, " Two-directional two-dimensional PCA for efficient face

[23] D. Wang, H. Lu, and X. Li, " Two dimensional principal components of natural

representation and recognition, " Neurocomputing, vol. 69, nos. 1-3, pp. 224-231,

images and its application, " Neurocomputing, vol. 74, no. 17, pp. 2745-2753, 2011. doi:

2005. doi: 10.1016/j.neucom.2005.06.004.

10.1016/j.neucom.2011.03.047.

[5] D. Xu, S. Yan, L. Zhang, Z. Liu, and H. Zhang, " Coupled subspaces analysis, " Micro-

[24] Y. LeCun. " The MNIST database of handwritten digits. " Yann Lecun. http://yann

soft, Redmond, WA, Tech. Rep. MSR-TR-2004-106, Oct. 2004.

.lecun.com/exdb/mnist/ (accessed Nov. 17, 2019).

[6] J. Ye, R. Janardan, and Q. Li, " GPCA: An efficient dimension reduction scheme for

[25] H. Xiao, K. Rasul, and R. Vollgraf, " Fashion-MNIST: A novel image dataset

image compression and retrieval, " in Proc. 10th ACM SIGKDD Int. Conf. Knowl. Dis-

for benchmarking machine learning algorithms, " Aug. 2017. [Online]. Available:

cov. Data Mining, New York, 2004, pp. 354-363. doi: 10.1145/1014052.1014092.

arXiv:1708.07747.

[7] X. Li, Y. Pang, and Y. Yuan, " L1-norm-based 2DPCA, " IEEE Trans. Syst., Man, Cybern.

[26] A. M. Madni, " Transdisciplinary systems engineering: Exploiting disciplinary con-

B, Cybern., vol. 40, no. 4, pp. 1170-1175, 2010. doi: 10.1109/TSMCB.2009.2035629.

vergence to address grand challenges, " IEEE Syst., Man, Cybern. Mag., vol. 5, no. 2,

[8] Y. Pang, D. Tao, Y. Yuan, and X. Li, " Binary two-dimensional PCA, " IEEE Trans.

pp. 6-11, 2019. doi: 10.1109/MSMC.2019.2899957.

Syst., Man, Cybern. B, Cybern., vol. 38, no. 4, pp. 1176-1180, 2008. doi: 10.1109/

[27] H. Yan, " Coclustering of multidimensional big data: A useful tool for genomic,

TSMCB.2008.923151.

financial, and other data analysis, " IEEE Syst., Man, Cybern. Mag., vol. 3, no. 2,

[9] W. Zuo, D. Zhang, J. Yang, and K. Wang, " BDPCA plus LDA: A novel fast feature

pp. 23-30, 2017. doi: 10.1109/MSMC.2017.2664218.

extraction technique for face recognition, " IEEE Trans. Syst., Man, Cybern. B,

[28] J. Sun, D. Tao, S. Papadimitriou, P. S. Yu, and C. Faloutsos, " Incremental tensor

Cybern, vol. 36, no. 4, pp. 946-952, 2006. doi: 10.1109/TSMCB.2005.863377.

analysis: Theory and applications, " ACM Trans. Knowl. Discov. Data, vol. 2, no. 3,

[10] D. Xu, S. Yan, L. Zhang, S. Lin, H. Zhang, and T. Huang, " Reconstruction and

pp. 1-37, 2008. doi: 10.1145/1409620.1409621.

recognition of tensor-based objects with concurrent subspaces analysis, " IEEE

[29] I. V. Oseledets, " Tensor-train decomposition, " SIAM J. Scientific Computing,

Trans. Circuits Syst. Video Technol., vol. 18, no. 1, pp. 36-47, 2008. doi: 10.1109/

vol. 33, no. 5, pp. 2295-2317, 2011. doi: 10.1137/090752286.

TCSVT.2007.903317.

[30] J. M. Tien, " An SMC perspective on big data: A disruptive innovation to

[11] E. E. Papalexakis, F. Christos, and N. D. Sidiropoulos, " Tensors for data mining

embrace, " IEEE Syst, Man, Cybern. Mag., vol. 1, no. 2, pp. 27-29, 2015. doi: 10.1109/

and data fusion: Models, applications, and scalable algorithms, " ACM Trans. Intell.

MSMC.2015.2442193.

Syst. Technol., vol. 8, no. 2, pp. 1-44, 2016. doi: 10.1145/2915921.



	

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IEEE Systems, Man and Cybernetics Magazine - January 2021

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