Research Article
Cognitive Driven Multilayer Self-Paced Learning with Misclassified Samples
Algorithm 1
The algorithm of robust self-paced learning (R2SPL).
1: Input: | 2: : source domain data; | 3: : target domain data; | 4: , : self-paced parameter; : regularization parameter | 5: For each layer of self-paced learning: | 6: Initiate parameter by utilizing the result of last self-paced learning layer. | 7: Repeating until convergence | 8: Update by Eq. (12); | 9: Update by Eq. (1); | 10: Update by Eq. (8); | 11: Train the model based on and . |
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