Given a set $\mathcal S$, and a class (collection of sets) $\mathcal H$. For any subset of $\mathcal …
Noise contrastive estimation (NCE) objective function is1 $$ \mathcal L = \mathbb E_{x, x^{+}, …
Cross validation is a method to estimate the [[risk]] The Learning Problem The learning problem …
The learning problem posed by Vapnik:1 Given a sample: $\{z_i\}$ in the probability space $Z$; …
In a [[learning problem]] The Learning Problem The learning problem posed by Vapnik:1 Given a …
[[ERM]] ERM: Empirical Risk Minimization In a [[learning problem]] The Learning Problem The learning …