Squared neural families

2024-04-03 — 2024-04-03

Wherein a Class of Neural Models Is Squared and Is Presented as a Generalisation of Exponential Families, While Their Statistical Structure Is Recast in Terms of Classical Parametrisations and Sufficient Statistics.

functional analysis

probability

statistics

Figure 1: Abraham Bosse, Moyen vniuersel de pratiquer la perspectiue sur les tableaux, ou surfaces irregulieres : ensemble quelques particularitez concernant cet art, & celuy de la graueure en taille-douce (1653)

Generalisation of exponential families.

1 References

Tsuchida, Ong, and Sejdinovic. 2023. “Squared Neural Families: A New Class of Tractable Density Models.”