About
Contact & Profiles
A5054920621
Research Areas
- Anomaly Detection Techniques and Applications
- Explainable Artificial Intelligence (XAI)
- Data Mining Algorithms and Applications
- Adversarial Robustness in Machine Learning
- Imbalanced Data Classification Techniques
Tecnológico de Monterrey
2021-2022
The importance of understanding and explaining the associated classification results in utilization artificial intelligence (AI) many different practical applications (e.g., cyber security forensics) has contributed to trend moving away from black-box / opaque AI towards explainable (XAI). In this article, we propose first interpretable autoencoder based on decision trees, which is designed handle categorical data without need transform representation. Furthermore, our proposed provides a...
10.1109/tdsc.2022.3148331
article
EN
IEEE Transactions on Dependable and Secure Computing
2022-02-04
10.1016/j.future.2021.06.046
article
EN
Future Generation Computer Systems
2021-06-26
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