OAI/Analysis/MetricEntropy/EntropyFinal.lean
3 declarations, 0 contain sorry, 0 declared as axioms
Scalar consequences of the rank and prime choices
These lemmas retain the explicit finite compression bound. They do not assume the existence of a matrix or a convex body; those constructions insert their actual cardinalities and covering inequalities into these estimates.
- theorem
OAI.MetricEntropyDuality.form_entropy_ratio_ltline 20Source documentation
The exact dimension ratio and the two numerical choices give a strict entropy ratio for the signed approximation list.
theorem form_entropy_ratio_lt {r h s p Q : ℕ} {C b : ℝ} (hr : 0 < r) (hh : 0 < h) (hp : 1 < p) (hb : 1 ≤ b) (hC : 0 ≤ C) (hQ : Real.log (Q : ℝ) ≤ (h : ℝ) * (s : ℝ) * Real.log ((p : ℝ) ^ formDimension r (h - 1)) + C) (hrank : 8 * b * (h : ℝ) ^ 2 * (s : ℝ) < (r : ℝ) + h - 1) (hprime : Real.exp (8 * b * C / (formDimension r h : ℝ)) < (p : ℝ)) : Real.log ((Q : ℝ) ^ 2) / Real.log ((p : ℝ) ^ formDimension r h) < 1 / (2 * b) := by …Mentions: OAI.MetricEntropyDuality.formDimension
- theorem
OAI.MetricEntropyDuality.form_entropy_ratio_lt_of_countline 38Source documentation
The strict entropy bound directly from the literal finite count.
theorem form_entropy_ratio_lt_of_count {r h p u Q : ℕ} {θ b : ℝ} (hr : 0 < r) (hh : 0 < h) (hp : 1 < p) (hu : 0 < u) (hθ : 0 < θ) (hQ : 0 < Q) (hb : 1 ≤ b) (hcount : (Q : ℝ) ≤ (u : ℝ) * ((p ^ formDimension r (h - 1) : ℕ) : ℝ) ^ (h * pivotSlots θ) * (1 + (pivotSlots θ : ℝ) * (2 : ℝ) ^ u / θ) ^ (h * pivotSlots θ * 2 ^ u)) (hrank : 8 * b * (h : ℝ) ^ 2 * (pivotSlots θ : ℝ) < (r : ℝ) + h - 1) (hprime : Real.exp (8 * b * encodingCost h θ u / (formDimension r h : ℝ)) < (p : ℝ)) : Real.log ((Q : ℝ) ^ 2) / Real.log ((p : ℝ) ^ formDimension r h) < 1 / (2 * b) := by …Mentions: OAI.MetricEntropyDuality.formDimension, OAI.MetricEntropyDuality.pivotSlots, OAI.MetricEntropyDuality.encodingCost
- theorem
OAI.MetricEntropyDuality.form_entropy_ratio_le_rankline 56Source documentation
Choosing the prime after the rank gives the explicit vanishing-ratio bound. The fixed encoding cost may depend on the rank before the prime is selected.
theorem form_entropy_ratio_le_rank {r h s p Q : ℕ} {C : ℝ} (hr : 0 < r) (hh : 0 < h) (hp : 1 < p) (hC : 0 ≤ C) (hQ : Real.log (Q : ℝ) ≤ (h : ℝ) * (s : ℝ) * Real.log ((p : ℝ) ^ formDimension r (h - 1)) + C) (hprime : Real.exp ((r : ℝ) * C / (formDimension r h : ℝ)) < (p : ℝ)) : Real.log ((Q : ℝ) ^ 2) / Real.log ((p : ℝ) ^ formDimension r h) ≤ 2 * (h : ℝ) ^ 2 * (s : ℝ) / ((r : ℝ) + h - 1) + 2 / (r : ℝ) := by …Mentions: OAI.MetricEntropyDuality.formDimension