statistical risk minimization problem
Data
subject:: Data Science Methods for Large Scale Graphs
parent:: Graph Signals and Graph Signal Processing
theme:: math notes
Statistical Risk Minimization Problem
Suppose
Let
The optimal estimator
Note
Typically, we are interested in either
- Predicting
from with the convolutional distribution . - ex: stochastic outputs: VAEs, diffusion, etc
- Predicting
from with the conditional expectation - ex: deterministic outputs, classical regime/supervised learning