Likelihood-ratio criterion for minimal sufficiency
= Likelihood-ratio criterion for minimal sufficiency
For a dominated family with positive densities $p_\theta$, a statistic $T$ is minimal sufficient if
$$
T(x)=T(y)
\quad\Longleftrightarrow\quad
\frac{p_\theta(x)}{p_\theta(y)}
\text{ is independent of }\theta.
$$