This is the code for LRSVM in paper "Support Vector Machine with Discriminative Low-Rank Embedding"
| algorithm | code |
|---|---|
| LRSVM | LRSVM_1_1_Recognition.m |
| LRSVMOA | LRSVM_1_2_Recognition.m |
| LRSVMOB | LRSVM_1_3_Recognition.m |
Input:
train, test: the training set and testing set, each row is a data point
train_labels, test_labels: labels, one-hot form
Lambda: hyperparameter of low-rank regression term
C: hyperparameter of SVM
s: number of rank
Output:
train_error_rate: error of the training set
test_error_rate: error of the testing set
Fval： Value of objective function
cite:
@article{liang2024support,
title={Support vector machine with discriminative low-rank embedding},
author={Liang, Guangfei and Lai, Zhihui and Kong, Heng},
journal={CAAI Transactions on Intelligence Technology},
year={2024},
publisher={Wiley Online Library}
}