Let l and l~ be natural numbers with l≥2 and l~≥1, let β~ be an observation-rate family on l states with l~ observation channels and rate bound B~, let Δl⊂Rl be the probability simplex, and let K~≥0 be a real number. Points of Euclidean space Rl are written Σ, with coordinates Σ1,…,Σl. For a real-valued function f on an open subset of Rl and indices γ,δ∈{1,…,l} we write ∂γf for the partial derivative of f with respect to the γth variable, that is, with respect to the coordinate Σγ, which is unambiguous wherever it exists by Uniqueness of the Partial Derivative on an Open Subset of Rn, and ∂δ∂γf for the iterated partial derivative in the sense of clause 4 of that definition, namely ∂δ applied to the function ∂γf.
A pair (U~,β~ˉ) is a twice continuously differentiable extension of the observation-rate family β~ with derivative bound K~ if it consists of an open set U~⊆Rl with Δl⊂U~ and a family of functions β~ˉ(σ,υ,⋅):U~→R, indexed by the pairs (σ,υ) with σ∈{1,…,l} and υ∈{1,…,l~}, such that for every such pair:
1. (Extension.) β~ˉ(σ,υ,Σ)=β~(σ,υ,Σ) for all Σ∈Δl.
2. (Regularity.) β~ˉ(σ,υ,⋅) is of class C2 on the open set U~.
3. (Derivative bounds.) ∣∂γβ~ˉ(σ,υ,Σ)∣≤K~ and ∣∂δ∂γβ~ˉ(σ,υ,Σ)∣≤K~ for all γ,δ∈{1,…,l} and all Σ∈U~.
4. (Uniform continuity of second derivatives.) For every real ε>0 there is a real δ∘>0 such that ∣∂δ∂γβ~ˉ(σ,υ,Σ)−∂δ∂γβ~ˉ(σ,υ,Σ′)∣≤ε for all γ,δ∈{1,…,l}, all pairs (σ,υ), and all Σ,Σ′∈U~ whose Euclidean distance satisfies d(Σ,Σ′)≤δ∘.