theorem
subdifferential_domain_nonempty_of_convex_of_effective_domain_nonempty
{E : Type u}
[NormedAddCommGroup E]
[NormedSpace ℝ E]
[FiniteDimensional ℝ E]
(f : E → EReal)
(hconv : is_convex_function f)
(hdom : (effective_domain f).Nonempty)
:
(subdifferential_domain f).Nonempty
Owner-level bridge: a convex extended-real-valued function with nonempty effective domain has nonempty subdifferential domain.
theorem
subdifferential_domain_nonempty_of_proper_convex
{E : Type u}
[NormedAddCommGroup E]
[NormedSpace ℝ E]
[FiniteDimensional ℝ E]
(f : E → EReal)
(hf : IsProperExtendedRealFunction f)
(hconv : is_convex_function f)
:
(subdifferential_domain f).Nonempty
Proposition 3.7.1: any proper convex extended-real-valued function has a point where the
subdifferential is nonempty. Equivalently, dom(∂ f) is nonempty.
theorem
exists_subdifferentiable_point_in_effective_domain_of_convex_of_effective_domain_nonempty
{E : Type u}
[NormedAddCommGroup E]
[NormedSpace ℝ E]
[FiniteDimensional ℝ E]
(f : E → EReal)
(hconv : is_convex_function f)
(hdom : (effective_domain f).Nonempty)
:
∃ x ∈ effective_domain f, ∂f(x).Nonempty
Owner-level companion: a convex extended-real-valued function with nonempty effective domain has a point of its effective domain where the subdifferential is nonempty.
theorem
exists_subdifferentiable_point_in_effective_domain_of_proper_convex
{E : Type u}
[NormedAddCommGroup E]
[NormedSpace ℝ E]
[FiniteDimensional ℝ E]
(f : E → EReal)
(hf : IsProperExtendedRealFunction f)
(hconv : is_convex_function f)
:
∃ x ∈ effective_domain f, ∂f(x).Nonempty
Source-facing corollary: any proper convex extended-real-valued function has a point of its effective domain where the subdifferential is nonempty.