A Systems Theoretic Approach to Modeling and Designing Robust Online Machine Learning Systems
Online learning systems can be formally modeled and designed using a systems theoretic approach that considers both the structure and behavior of the learning system over time, enabling the identification and control of key design parameters to enhance the robustness and reliability of online learning.