theorem
StrongConvexOn.lower_tangent_derivWithin_of_mem_interior
{E : Type u}
[NormedAddCommGroup E]
[NormedSpace ℝ E]
{Q : Set E}
{μ : ℝ}
{f : E → ℝ}
(hf : StrongConvexOn Q μ f)
{x y : E}
(hx : x ∈ interior Q)
(hy : y ∈ Q)
:
f y ≥ f x + derivWithin (fun (t : ℝ) => f (x + t • (y - x))) (Set.Ici 0) 0 + μ / 2 * ‖x - y‖ ^ 2
Lemma 3.2.3: if f is μ-strongly convex on Q, then every interior point x of Q
supports the quadratic lower bound
f y ≥ f x + f'(x; y - x) + (μ / 2) * ‖x - y‖^2
at every y ∈ Q, where f'(x; y - x) is the one-sided directional derivative of the line
restriction t ↦ f (x + t • (y - x)) at t = 0.