Machine Learning Algorithms
portes grátis
Machine Learning Algorithms
Adversarial Robustness in Signal Processing
Lai, Lifeng; Li, Fuwei; Cui, Shuguang
Springer International Publishing AG
11/2022
104
Dura
Inglês
9783031163746
15 a 20 dias
348
Descrição não disponível.
Chapter. 1. Introduction.- Chapter. 2. Optimal Feature Manipulation Attacks Against Linear Regression.- Chapter. 3. On the Adversarial Robustness of LASSO Based Feature Selection.- Chapter. 4. On the Adversarial Robustness of Subspace Learning.- Chapter. 5. Summary and Extensions.- Chapter. 6. Appendix.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Machine learning;adversarial machine learning;security-critical machine learning;interpretable machine learning;adversarial robustness;adversarial attack;linear regression;LASSO;subspace learning;principal component analysis;non-convex optimization;bi-level optimization;alternating optimization;signal processing
Chapter. 1. Introduction.- Chapter. 2. Optimal Feature Manipulation Attacks Against Linear Regression.- Chapter. 3. On the Adversarial Robustness of LASSO Based Feature Selection.- Chapter. 4. On the Adversarial Robustness of Subspace Learning.- Chapter. 5. Summary and Extensions.- Chapter. 6. Appendix.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
Machine learning;adversarial machine learning;security-critical machine learning;interpretable machine learning;adversarial robustness;adversarial attack;linear regression;LASSO;subspace learning;principal component analysis;non-convex optimization;bi-level optimization;alternating optimization;signal processing
