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Article supplement / 2026

The exact region determined by Kendall's tau, Spearman's footrule and Blomqvist's beta

Jacob Israel Orenday Lares · Marcus Rockel

arXiv preprint

Complete for stated scope

Theorem 1.1, Proposition 2.1, Lemma 3.1, Propositions 3.2-3.3, Corollaries 4.1-4.2, the boundary-edge and fibre-symmetry claims, and Section 5's area, unique maximum and volume are checked. This includes arbitrary signed shuffles with zero-width strips, both joint faces, and actual copula attainment of every admissible triple.

Verification map

Status: complete for stated scope. Theorem 1.1, Proposition 2.1, Lemma 3.1, Propositions 3.2-3.3, Corollaries 4.1-4.2, the boundary-edge and fibre-symmetry claims, and Section 5's area, unique maximum and volume are checked. This includes arbitrary signed shuffles with zero-width strips, both joint faces, and actual copula attainment of every admissible triple.

Source and conventions

Source: arXiv:2607.12841v1, 14 July 2026.

Tau=4 integral C dC-1, footrule=6 integral C(t,t) dt-2, and beta=4 C(1/2,1/2)-1. The library writes Q(C,D)=4 integral C dD-1; symmetry of Q matches the argument order of equation (6). The two endpoint copulas in the interpolation theorem must already have the same footrule and beta. Pairwise bounds alone are not treated as joint attainability. Tau along a mixture is quadratic, not affine.

The upper footrule-beta boundary is proved by comparing diagonals and integrating. Its centered W witness is an alternative attaining copula; this result does not supply the simultaneous tau extrema required for the joint region.

Result map

Proofs are in Mixtures.lean, CenteredOrdinal.lean, and FootruleBeta.lean, imported by Main.lean. Axioms.lean prints and enforces the standard transitive axiom allowlist for every declaration below.

Source result Lean declaration Status Hypotheses and scope
Section 2, equation (6): biaffinity of Q Papers.OrendayLaresRockel2026TauFootruleBeta.concordance_mixture verified Any four copulas and two closed-interval mixture weights; source argument order agrees by Q symmetry.
Section 4, proof of Theorem 1.1: continuity of tau Papers.OrendayLaresRockel2026TauFootruleBeta.tau_mixture_continuous verified Any pair of copulas, including singular ones.
Section 4, proof of Theorem 1.1: fill a vertical fibre Papers.OrendayLaresRockel2026TauFootruleBeta.fixed_footrule_beta_intermediate verified Supplied copulas share both footrule and beta and bracket the requested tau. No boundary existence is assumed implicitly.
Equation (9): construction and central-square CDF Papers.OrendayLaresRockel2026TauFootruleBeta.centeredOrdinal_cdf verified Parameter alpha is the central width 1-2a; the central CDF is a+alpha C, including alpha=0.
Equation (9): degenerate and full-width endpoints Papers.OrendayLaresRockel2026TauFootruleBeta.centeredOrdinal_zero; Papers.OrendayLaresRockel2026TauFootruleBeta.centeredOrdinal_one verified Width zero gives M; width one recovers the supplied copula.
Equation (9): tau, footrule and beta transformations Papers.OrendayLaresRockel2026TauFootruleBeta.centeredOrdinal_tau; Papers.OrendayLaresRockel2026TauFootruleBeta.centeredOrdinal_footrule; Papers.OrendayLaresRockel2026TauFootruleBeta.centeredOrdinal_beta verified Tau and footrule transform with alpha squared; beta transforms with alpha. No density assumption.
Proposition 2.1, upper inequality in (8): diagonal comparison Papers.OrendayLaresRockel2026TauFootruleBeta.diagonal_le_centralW verified At fixed beta, every diagonal is pointwise bounded above by a centered W block.
Proposition 2.1, upper inequality in (8): attaining family Papers.OrendayLaresRockel2026TauFootruleBeta.footruleBetaUpper_beta; Papers.OrendayLaresRockel2026TauFootruleBeta.footruleBetaUpper_footrule verified Every b in [-1,1]; the centered W witness has beta=b and footrule=1-3(1-b)^2/8, including both endpoints.
Proposition 2.1, upper inequality in (8): universal sharp bound Papers.OrendayLaresRockel2026TauFootruleBeta.footrule_le_beta_upper; Papers.OrendayLaresRockel2026TauFootruleBeta.maximal_footrule_at_beta verified All copulas, including singular ones. The maximum at each beta is attained; no uniqueness claim.
Proposition 2.1, lower inequality in (8) Papers.OrendayLaresRockel2026TauFootruleBeta.diagonal_beta_lower; Papers.OrendayLaresRockel2026TauFootruleBeta.beta_lower_le_footrule verified Pointwise diagonal comparison gives footrule>=3(1+beta)^2/16-1/2 for every copula.
Proposition 3.2: lower-boundary coefficient values Papers.OrendayLaresRockel2026TauFootruleBeta.lowerSeed_coefficients; Papers.OrendayLaresRockel2026TauFootruleBeta.footruleBetaLower_coefficients verified Constructed reflected centered ordinal sum; alpha=2r. Tau=(1+b)^2/4-1, footrule=3(1+b)^2/16-1/2, beta=b. No general shuffle formula is assumed.
Proposition 2.1: sharp lower footrule-beta bound Papers.OrendayLaresRockel2026TauFootruleBeta.minimal_footrule_at_beta verified The minimum at every b in [-1,1] is attained.
Proposition 2.1: exact footrule-beta region Papers.OrendayLaresRockel2026TauFootruleBeta.exact_footrule_beta_region verified Both directions and every boundary case; actual copulas attain all intermediate pairs.
Proposition 2.1: tau-footrule bounds Papers.OrendayLaresRockel2026TauFootruleBeta.tau_footrule_bounds verified Both universal linear inequalities, including singular copulas.
Section 3, after Proposition 3.3: centered endpoint formulas Papers.OrendayLaresRockel2026TauFootruleBeta.upperTauSeed_coefficients; Papers.OrendayLaresRockel2026TauFootruleBeta.centered_tau_endpoints verified The beta=-1 upper seed and its centered images, paired with centered W, provide both tau endpoints at every footrule. The full D_q family is checked separately below.
Proposition 2.1: exact tau-footrule region Papers.OrendayLaresRockel2026TauFootruleBeta.exact_tau_footrule_region verified Both directions; actual endpoint copulas and a continuous mixture fill each fixed-footrule interval.
Corollary 4.2: exact tau-beta projection Papers.OrendayLaresRockel2026TauFootruleBeta.tau_beta_bounds; Papers.OrendayLaresRockel2026TauFootruleBeta.exact_tau_beta_region verified Direct proof of both sharp quadratic bounds and all intermediate tau values at every beta; does not assume the joint-region theorem.
Theorem 1.1: necessary joint inequalities Papers.OrendayLaresRockel2026TauFootruleBeta.joint_region_outer_bound verified Every copula triple satisfies all five displayed constraints.
Theorem 1.1: simultaneous lower-face attainment Papers.OrendayLaresRockel2026TauFootruleBeta.lower_joint_face_attained verified At every admissible (footrule,beta), constructs a copula with those values and tau=4 footrule/3-1/3. Includes beta=1 and every boundary point.
Lemma 3.1: general signed shuffle formula Papers.OrendayLaresRockel2026TauFootruleBeta.shuffle_tau verified Any finite horizontal/vertical tilings, permutation and diagonal/antidiagonal signs. Constructs an actual copula from the segment laws; includes zero-width strips. The pair sum uses the renamed indices j<i; its sign is +1 exactly when pi(j)<pi(i).
Proposition 3.3: full upper seed D_q Papers.OrendayLaresRockel2026TauFootruleBeta.upperSeed_coefficients verified The source six-strip family, permutation (3,5,1,6,2,4), and every q in [0,1/4]. Tau=8q^2, footrule=12q^2-1/2, beta=8q-1; actual uniform marginals and both degenerate endpoints.
Theorem 1.1: simultaneous upper-face attainment Papers.OrendayLaresRockel2026TauFootruleBeta.upper_joint_face_attained verified At every admissible (footrule,beta), an actual centered upper seed attains tau=2 footrule/3+1/3. Includes beta=1 and all boundary points.
Theorem 1.1: exact joint region Papers.OrendayLaresRockel2026TauFootruleBeta.exact_joint_region verified Both directions for every real triple. The constructed lower and upper endpoints share footrule and beta; the continuous quadratic tau mixture fills the entire fibre.
Corollary 4.1: compactness and convexity Papers.OrendayLaresRockel2026TauFootruleBeta.jointRegion_closed; Papers.OrendayLaresRockel2026TauFootruleBeta.jointRegion_compact; Papers.OrendayLaresRockel2026TauFootruleBeta.jointRegion_convex verified Properties of the actual attained subset of real triples, using the proved exact description.
Corollary 4.1: exact fixed-footrule rectangles Papers.OrendayLaresRockel2026TauFootruleBeta.fixed_footrule_rectangle verified All footrule values in [-1/2,1], including degenerate sections; the source square-root formulas for both beta endpoints.
Remark 4.3: fibre symmetry and attained midpoint Papers.OrendayLaresRockel2026TauFootruleBeta.fibre_reflection; Papers.OrendayLaresRockel2026TauFootruleBeta.fibre_midpoint_attained verified The attained region is invariant under (t,p,b) -> (2p-t,p,b); every admissible (p,b) admits a copula with tau=footrule=p.
Section 5: fixed-beta section areas Papers.OrendayLaresRockel2026TauFootruleBeta.fixed_beta_section_area; Papers.OrendayLaresRockel2026TauFootruleBeta.sectionArea_integral verified Actual two-dimensional Lebesgue section measure equals 3(3-b)^2(1+b)(5-3b)/256 for b in [-1,1], derived by integrating the exact tau fibre.
Section 5: unique maximal section Papers.OrendayLaresRockel2026TauFootruleBeta.sectionArea_derivative; Papers.OrendayLaresRockel2026TauFootruleBeta.sectionArea_maximum; Papers.OrendayLaresRockel2026TauFootruleBeta.sectionArea_maximum_attained verified The area derivative, sharp maximum 1/4+sqrt(3)/6, unique maximizer b=1-2/sqrt(3), and attainment, with the beta interval checked.
Section 5: volume of the joint region Papers.OrendayLaresRockel2026TauFootruleBeta.jointRegion_volume verified Three-dimensional Lebesgue measure of the actual attained region is 31/40. Measure-preserving coordinate reassociation and integration of the checked section areas connect the region to the polynomial integral.

All previously pending rows are discharged. The scope is the mathematical statements mapped above in arXiv v1; numerical plots, open problems, and bibliographic background are not proof claims. The lower seed is represented by reflected centered ordinal sums; the upper seed uses the source's six explicit segments. No density restriction, unproved boundary existence, or coefficient formula is supplied as a hypothesis to the joint-region theorem.

Additional proof modules: FootruleBetaLower.lean, PairwiseRegions.lean, LowerJointFace.lean, ShuffleFormula.lean, UpperSeed.lean, JointRegion.lean, JointGeometry.lean, and JointVolume.lean.

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Article bibliography (BibTeX)
@misc{OrendayLaresRockel2026TauFootruleBetaArxiv,
  author = {Orenday Lares, Jacob Israel and Rockel, Marcus},
  title = {The exact region determined by Kendall's tau, Spearman's footrule and Blomqvist's beta},
  year = {2026},
  eprint = {2607.12841},
  archivePrefix = {arXiv},
  primaryClass = {math.ST},
  note = {Version 1, 14 July 2026},
  url = {https://arxiv.org/abs/2607.12841v1}
}

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