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

Generalisation of exponential families.

1 References

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