[1]
Junhong Zhang, Zhihui Lai, Heng Kong, Jian Yang
*
.
Learning the optimal discriminant SVM with feature extraction.
IEEE Transactions on Pattern Analysis and Machine Intelligence
Learning the optimal discriminant SVM with feature extraction TPAMI 2025.pdf
[2]
Zhihui Lai, Xi Chen, Junhong Zhang, Heng Kong, Jiajun Wen
.
Maximal Margin Support Vector Machine for feature representation and classification.
IEEE Transactions on Cybernetics
MSVM codes.zip
Maximal Margin Support Vector Machine for featue representation and classification TCYB 2023.pdf
[3]
Zhihui Lai, Yudong Chen, Jian Wu, Wai Keung Wong, Fumin Shen
.
Jointly Sparse Hashing for Image Retrieval .
IEEE Transactions on Image Processing
JSH.rar
Jointly Sparse Hashing for Image Retrieval TIP 2018.pdf
[4]
Zhihui Lai, Dongmei Mo, Jiajun Wen, Linlin Shen, Wai Keung Wong*
.
Generalized robust regression for jointly sparse subspace learning.
IEEE Transactions on Circuits and Systems for Video Technology
GRR_demo.zip
[5]
Zhihui Lai, Dongmei Mo, Wai Keung Wong*, Yong Xu, Duoqian Miao, David Zhang
.
Robust discriminant regression for feature extraction.
IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2017.2740949
Matlab Codes.m
Robust discriminant regression for feature extraction TCYB 2018.pdf
[6]
W. K. Wong, Zhihui Lai (corresponding author), Jiajun Wen, Xiaozhao Fang, Yuwu Lu,
.
Low rank embedding for robust feature extraction.
IEEE Transactions on Image Processing
TIP2691543 proof v2.pdf
adm_lrr.m
LRPP_exe_real_USPS_for_author.m
[7]
Zhihui Lai, Yong Xu, Jian Yang, Linlin Shen, David Zhang
.
Rotational invariant dimensionality reduction algorithms.
IEEE Transactions on Cybernetics (Accepted)
Matlab codes.m
paper.pdf
[8]
Zhengming Li, Zhihui Lai (co-first), Yong Xu, Jian Yang, David Zhang
.
A Locality Constrained and Label Embedding Dictionary Learning Algorithm for Image Classification.
IEEE Transactions on Neural Networks and Learning Systems, DOI: 10.1109/TNNLS.2015.2508025.
Matlab code.rar
[9]
Jiajun Wen, Zhihui Lai (Corresponding author), Yinwei Zhanc, Jinrong Cui
.
The L2,1-norm-based unsupervised optimal feature selection
with applications to action recognition
.
Pattern Recognition, 2016, 60:515–530.
[10]
Zhihui Lai, Waikeung Wong, Yong Xu, Jian Yang, Jinhui Tang and David Zhang
.
Approximate orthogonal sparse embedding for dimensionality reduction.
IEEE Transactions on Neural Networks and Learning Systems, 2016, 27(4): 723-735.
Approximate orthogonal sparse embedding for dimensionality reduction OK.pdf
SLE code for readers.zip
[11]
Qing Liu, Zhihui Lai (co-first), Zongwei Zhou, Fangjun Kuang, Zhong Jin
.
A Truncated Nuclear Norm Regularization Method based on Weighted Residual Error for Matrix Completion.
IEEE Transactions on Image Processing, 2016, 25(1): 316-330.
A Truncated Nuclear Norm Regularization Method based on Weighted Residual Error for Matrix Completion TIP 2016.pdf
matlab code.rar
[12]
W. K. Wong, Zhihui Lai (corresponding author), Yong Xu, Jiajun Wen
.
Joint tensor feature analysis for visual object recognition.
IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2014.2374452.
Joint tensor feature analysis for visual object recognition OK.pdf
JTFA Matlab code.zip
[13]
Yuwu Lu, Zhihui Lai (co-first author),Yong Xu
.
Low rank preserving projections.
IEEE Transactions on Cybernetics, DOI: 10.1109/TCYB.2015.2457611
Low rank preserving projections TCYB 14page.pdf
[14]
Zhihui Lai, W. K. Wong, Yong Xu, Mingming Sun and Cairong Zhao
.
Sparse Alignment for Robust Tensor Learning.
IEEE Transactions on Neural Networks and Learning Systems, 2014, 25(10): 1779-1792.
sparse alignment for robust tensor learning TNNLS2014.pdf
[15]
Zhihui Lai, Yong Xu, Zhong Jin, and David Zhang
.
Human gait recognition via sparse discriminant projection learning.
IEEE Transactions on Circuits and Systems for Video Technology, 2014, 24(10): 1651-1662.
Human gait recognition via sparse discriminant projection learning TCSVT 2014.pdf
SBDA_forReader.m
[16]
Xiaoshuang Shi, Zhenhua Guo, Zhihui Lai (corresponding author)
.
Face Recognition by Sparse Discriminant Analysis via Joint L2,1-norm Minimization.
Pattern Recognition, 2014, 47(7):2447-2453.
Face Recognition by Sparse Discriminant Analysis via Joint L21-norm Minimization OK.pdf
Demo.7z
[17]
Zhihui Lai, Yong Xu, Qingcai Chen, Jian Yang and David Zhang
.
Multilinear Sparse Principal Component Analysis.
IEEE Transactions on Neural Networks and Learning Systems, 2014, 25(10): 1942-1950.
Multilinear sparse principal componnet analysis TNNLS2014.pdf
MSPCA for readers.rar
[18]
Zhihui Lai, Yong Xu, Jian Yang, and David Zhang
.
Sparse tensor discriminant analysis.
IEEE Transactions on Image Processing, 2013, 22(10): 3904-3915.
Sparse Tensor Discriminant Analysis TIP2013.pdf
STDA codes for readers V2.rar
[19]
Zhihui Lai, Wai Keung Wong, Zhong Jin, Jian Yang, and Yong Xu,
.
Sparse approximation to the eigensubspace for discrimination.
IEEE Transactions on Neural Networks and Learning Systems, 2012, 23(12):1948-1960.
sparse approximation to the eigensubspace for discrimination TNN2012.pdf
S2DP Matlab code for readers.rar
[20]
Zhihui. Lai, Zhong Jin, Jian Yang
.
Sparse two dimensional local discriminant projections for feature extraction.
Neurocomputing, vol. 74, no. 4, pp. 629-637, Jan. 2011.
Sparse two-dimensional local discriminant projections for feature extraction NC2011.pdf
S2DLDP Matlab code for readers.rar
