Jorge F. Silva

Characterizing Probabilistic Structure in Learning Using Information Sufficiency

2024

We use the concept of information sufficiency (IS) to represent probabilistic structures in machine learning (ML). Our main result provides a functional expression that charac-terizes the class of probabilistic models consistent with an IS encoder-decoder …