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/- | |
Copyright (c) 2021 Yaël Dillies, Bhavik Mehta. All rights reserved. | |
Released under Apache 2.0 license as described in the file LICENSE. | |
Authors: Yaël Dillies, Bhavik Mehta | |
-/ | |
import analysis.convex.combination | |
import analysis.convex.extreme | |
/-! | |
# Convex independence | |
This file defines convex independent families of points. | |
Convex independence is closely related to affine independence. In both cases, no point can be | |
written as a combination of others. When the combination is affine (that is, any coefficients), this | |
yields affine independence. When the combination is convex (that is, all coefficients are | |
nonnegative), then this yields convex independence. In particular, affine independence implies | |
convex independence. | |
## Main declarations | |
* `convex_independent p`: Convex independence of the indexed family `p : ι → E`. Every point of the | |
family only belongs to convex hulls of sets of the family containing it. | |
* `convex_independent_iff_finset`: Carathéodory's theorem allows us to only check finsets to | |
conclude convex independence. | |
* `convex.extreme_points_convex_independent`: Extreme points of a convex set are convex independent. | |
## References | |
* https://en.wikipedia.org/wiki/Convex_position | |
## TODO | |
Prove `affine_independent.convex_independent`. This requires some glue between `affine_combination` | |
and `finset.center_mass`. | |
## Tags | |
independence, convex position | |
-/ | |
open_locale affine big_operators classical | |
open finset function | |
variables {𝕜 E ι : Type*} | |
section ordered_semiring | |
variables (𝕜) [ordered_semiring 𝕜] [add_comm_group E] [module 𝕜 E] {s t : set E} | |
/-- An indexed family is said to be convex independent if every point only belongs to convex hulls | |
of sets containing it. -/ | |
def convex_independent (p : ι → E) : Prop := | |
∀ (s : set ι) (x : ι), p x ∈ convex_hull 𝕜 (p '' s) → x ∈ s | |
variables {𝕜} | |
/-- A family with at most one point is convex independent. -/ | |
lemma subsingleton.convex_independent [subsingleton ι] (p : ι → E) : | |
convex_independent 𝕜 p := | |
λ s x hx, begin | |
have : (convex_hull 𝕜 (p '' s)).nonempty := ⟨p x, hx⟩, | |
rw [convex_hull_nonempty_iff, set.nonempty_image_iff] at this, | |
rwa subsingleton.mem_iff_nonempty, | |
end | |
/-- A convex independent family is injective. -/ | |
protected lemma convex_independent.injective {p : ι → E} (hc : convex_independent 𝕜 p) : | |
function.injective p := | |
begin | |
refine λ i j hij, hc {j} i _, | |
rw [hij, set.image_singleton, convex_hull_singleton], | |
exact set.mem_singleton _, | |
end | |
/-- If a family is convex independent, so is any subfamily given by composition of an embedding into | |
index type with the original family. -/ | |
lemma convex_independent.comp_embedding {ι' : Type*} (f : ι' ↪ ι) {p : ι → E} | |
(hc : convex_independent 𝕜 p) : | |
convex_independent 𝕜 (p ∘ f) := | |
begin | |
intros s x hx, | |
rw ←f.injective.mem_set_image, | |
exact hc _ _ (by rwa set.image_image), | |
end | |
/-- If a family is convex independent, so is any subfamily indexed by a subtype of the index type. | |
-/ | |
protected lemma convex_independent.subtype {p : ι → E} (hc : convex_independent 𝕜 p) (s : set ι) : | |
convex_independent 𝕜 (λ i : s, p i) := | |
hc.comp_embedding (embedding.subtype _) | |
/-- If an indexed family of points is convex independent, so is the corresponding set of points. -/ | |
protected lemma convex_independent.range {p : ι → E} (hc : convex_independent 𝕜 p) : | |
convex_independent 𝕜 (λ x, x : set.range p → E) := | |
begin | |
let f : set.range p → ι := λ x, x.property.some, | |
have hf : ∀ x, p (f x) = x := λ x, x.property.some_spec, | |
let fe : set.range p ↪ ι := ⟨f, λ x₁ x₂ he, subtype.ext (hf x₁ ▸ hf x₂ ▸ he ▸ rfl)⟩, | |
convert hc.comp_embedding fe, | |
ext, | |
rw [embedding.coe_fn_mk, comp_app, hf], | |
end | |
/-- A subset of a convex independent set of points is convex independent as well. -/ | |
protected lemma convex_independent.mono {s t : set E} (hc : convex_independent 𝕜 (λ x, x : t → E)) | |
(hs : s ⊆ t) : | |
convex_independent 𝕜 (λ x, x : s → E) := | |
hc.comp_embedding (s.embedding_of_subset t hs) | |
/-- The range of an injective indexed family of points is convex independent iff that family is. -/ | |
lemma function.injective.convex_independent_iff_set {p : ι → E} | |
(hi : function.injective p) : | |
convex_independent 𝕜 (λ x, x : set.range p → E) ↔ convex_independent 𝕜 p := | |
⟨λ hc, hc.comp_embedding | |
(⟨λ i, ⟨p i, set.mem_range_self _⟩, λ x y h, hi (subtype.mk_eq_mk.1 h)⟩ : ι ↪ set.range p), | |
convex_independent.range⟩ | |
/-- If a family is convex independent, a point in the family is in the convex hull of some of the | |
points given by a subset of the index type if and only if the point's index is in this subset. -/ | |
@[simp] protected lemma convex_independent.mem_convex_hull_iff {p : ι → E} | |
(hc : convex_independent 𝕜 p) (s : set ι) (i : ι) : | |
p i ∈ convex_hull 𝕜 (p '' s) ↔ i ∈ s := | |
⟨hc _ _, λ hi, subset_convex_hull 𝕜 _ (set.mem_image_of_mem p hi)⟩ | |
/-- If a family is convex independent, a point in the family is not in the convex hull of the other | |
points. See `convex_independent_set_iff_not_mem_convex_hull_diff` for the `set` version. -/ | |
lemma convex_independent_iff_not_mem_convex_hull_diff {p : ι → E} : | |
convex_independent 𝕜 p ↔ ∀ i s, p i ∉ convex_hull 𝕜 (p '' (s \ {i})) := | |
begin | |
refine ⟨λ hc i s h, _, λ h s i hi, _⟩, | |
{ rw hc.mem_convex_hull_iff at h, | |
exact h.2 (set.mem_singleton _) }, | |
{ by_contra H, | |
refine h i s _, | |
rw set.diff_singleton_eq_self H, | |
exact hi } | |
end | |
lemma convex_independent_set_iff_inter_convex_hull_subset {s : set E} : | |
convex_independent 𝕜 (λ x, x : s → E) ↔ ∀ t, t ⊆ s → s ∩ convex_hull 𝕜 t ⊆ t := | |
begin | |
split, | |
{ rintro hc t h x ⟨hxs, hxt⟩, | |
refine hc {x | ↑x ∈ t} ⟨x, hxs⟩ _, | |
rw subtype.coe_image_of_subset h, | |
exact hxt }, | |
{ intros hc t x h, | |
rw ←subtype.coe_injective.mem_set_image, | |
exact hc (t.image coe) (subtype.coe_image_subset s t) ⟨x.prop, h⟩ } | |
end | |
/-- If a set is convex independent, a point in the set is not in the convex hull of the other | |
points. See `convex_independent_iff_not_mem_convex_hull_diff` for the indexed family version. -/ | |
lemma convex_independent_set_iff_not_mem_convex_hull_diff {s : set E} : | |
convex_independent 𝕜 (λ x, x : s → E) ↔ ∀ x ∈ s, x ∉ convex_hull 𝕜 (s \ {x}) := | |
begin | |
rw convex_independent_set_iff_inter_convex_hull_subset, | |
split, | |
{ rintro hs x hxs hx, | |
exact (hs _ (set.diff_subset _ _) ⟨hxs, hx⟩).2 (set.mem_singleton _) }, | |
{ rintro hs t ht x ⟨hxs, hxt⟩, | |
by_contra h, | |
exact hs _ hxs (convex_hull_mono (set.subset_diff_singleton ht h) hxt) } | |
end | |
end ordered_semiring | |
section linear_ordered_field | |
variables [linear_ordered_field 𝕜] [add_comm_group E] [module 𝕜 E] {s : set E} | |
/-- To check convex independence, one only has to check finsets thanks to Carathéodory's theorem. -/ | |
lemma convex_independent_iff_finset {p : ι → E} : | |
convex_independent 𝕜 p | |
↔ ∀ (s : finset ι) (x : ι), p x ∈ convex_hull 𝕜 (s.image p : set E) → x ∈ s := | |
begin | |
refine ⟨λ hc s x hx, hc s x _, λ h s x hx, _⟩, | |
{ rwa finset.coe_image at hx }, | |
have hp : injective p, | |
{ rintro a b hab, | |
rw ←mem_singleton, | |
refine h {b} a _, | |
rw [hab, image_singleton, coe_singleton, convex_hull_singleton], | |
exact set.mem_singleton _ }, | |
rw convex_hull_eq_union_convex_hull_finite_subsets at hx, | |
simp_rw set.mem_Union at hx, | |
obtain ⟨t, ht, hx⟩ := hx, | |
rw ←hp.mem_set_image, | |
refine ht _, | |
suffices : x ∈ t.preimage p (hp.inj_on _), | |
{ rwa [mem_preimage, ←mem_coe] at this }, | |
refine h _ x _, | |
rwa [t.image_preimage p (hp.inj_on _), filter_true_of_mem], | |
{ exact λ y hy, s.image_subset_range p (ht $ mem_coe.2 hy) } | |
end | |
/-! ### Extreme points -/ | |
lemma convex.convex_independent_extreme_points (hs : convex 𝕜 s) : | |
convex_independent 𝕜 (λ p, p : s.extreme_points 𝕜 → E) := | |
convex_independent_set_iff_not_mem_convex_hull_diff.2 $ λ x hx h, | |
(extreme_points_convex_hull_subset | |
(inter_extreme_points_subset_extreme_points_of_subset (convex_hull_min | |
((set.diff_subset _ _).trans extreme_points_subset) hs) ⟨h, hx⟩)).2 (set.mem_singleton _) | |
end linear_ordered_field | |