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Featured theorem index

These are the definitions and theorems linked from the mathematical handbook. Each formal-statement link opens the generated API; each source link opens the declaration and its proof at this site's library revision.

For the full declaration catalogue, including supporting lemmas, use the Lean API browser.

A copula as a probability measure

Formal statementSource and proofProbabilityTheory.Copula

The copula distribution function

Formal statementSource and proofProbabilityTheory.Copula.cdf

Fréchet–Hoeffding lower bound

Formal statementSource and proofProbabilityTheory.Copula.frechet_lower_le_cdf

Fréchet–Hoeffding upper bound

Formal statementSource and proofProbabilityTheory.Copula.cdf_le_frechet_upper

Lipschitz regularity

Formal statementSource and proofProbabilityTheory.Copula.abs_cdf_sub_le_sum_abs

Recovering a classical copula CDF

Formal statementSource and proofProbabilityTheory.Copula.cdf_ofClassical

Sklar existence with arbitrary marginals

Formal statementSource and proofProbabilityTheory.Copula.exists_sklarCopula

Uniqueness on marginal CDF ranges

Formal statementSource and proofProbabilityTheory.Copula.IsSklarCopula.cdf_eq_on_ranges

Sklar uniqueness with continuous marginals

Formal statementSource and proofProbabilityTheory.Copula.existsUnique_sklarCopula_of_continuous

The independence copula

Formal statementSource and proofProbabilityTheory.Copula.cdf_independence

The comonotonic copula

Formal statementSource and proofProbabilityTheory.Copula.cdf_comonotonic

The countermonotonic copula

Formal statementSource and proofProbabilityTheory.Copula.cdf_countermonotonic

The Farlie–Gumbel–Morgenstern family

Formal statementSource and proofProbabilityTheory.Copula.cdf_fgm

Spearman's rho of FGM

Formal statementSource and proofProbabilityTheory.Copula.spearmanRho_fgm

Kendall's tau of FGM

Formal statementSource and proofProbabilityTheory.Copula.kendallTau_fgm

Stochastic increasingness of FGM

Formal statementSource and proofProbabilityTheory.Copula.isSI_fgm_iff

The positive-parameter Clayton CDF

Formal statementSource and proofProbabilityTheory.Copula.cdf_clayton

Joe lower-tail coefficient for every parameter

Formal statementSource and proofProbabilityTheory.Copula.hasLowerTailDependence_joe

Joe upper-tail coefficient for every parameter

Formal statementSource and proofProbabilityTheory.Copula.hasUpperTailDependence_joe

The Nelsen 8 CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.nelsen8_cdf_full

Nelsen 8 is never positive quadrant dependent

Formal statementSource and proofProbabilityTheory.Copula.not_isPQD_nelsen8

Nelsen 8 is never conditionally increasing

Formal statementSource and proofProbabilityTheory.Copula.not_isCI_nelsen8

Nelsen 8 never has a TP2 CDF

Formal statementSource and proofProbabilityTheory.Copula.not_isTP2CDF_nelsen8

Nelsen 8 never has an MTP2 density

Formal statementSource and proofProbabilityTheory.Copula.not_hasMTP2Density_nelsen8

Nelsen 8 is conditionally decreasing exactly at one

Formal statementSource and proofProbabilityTheory.Copula.isCD_nelsen8_iff

Nelsen 8 at one is conditionally decreasing

Formal statementSource and proofProbabilityTheory.Copula.isCD_nelsen8_one

Nelsen 8 increases in lower-orthant order

Formal statementSource and proofProbabilityTheory.Copula.lowerOrthantLE_nelsen8

Nelsen 8 lower-tail coefficient for every parameter

Formal statementSource and proofProbabilityTheory.Copula.hasLowerTailDependence_nelsen8

Nelsen 8 upper-tail coefficient for every parameter

Formal statementSource and proofProbabilityTheory.Copula.hasUpperTailDependence_nelsen8

Nelsen 8 tends pointwise to Clayton at one

Formal statementSource and proofProbabilityTheory.Copula.tendsto_nelsen8_atTop

Nelsen 8 lower-Fréchet endpoint

Formal statementSource and proofProbabilityTheory.Copula.nelsen8_one

Nelsen 2 tends pointwise to comonotonicity

Formal statementSource and proofProbabilityTheory.Copula.tendsto_nelsen2_atTop

Nelsen 2 increases in lower-orthant order

Formal statementSource and proofProbabilityTheory.Copula.lowerOrthantLE_nelsen2

Nelsen 2 is conditionally decreasing exactly at one

Formal statementSource and proofProbabilityTheory.Copula.isCD_nelsen2_iff

Nelsen 2 is never positive quadrant dependent

Formal statementSource and proofProbabilityTheory.Copula.not_isPQD_nelsen2

Nelsen 2 is never conditionally increasing

Formal statementSource and proofProbabilityTheory.Copula.not_isCI_nelsen2

Nelsen 2 never has a TP2 CDF

Formal statementSource and proofProbabilityTheory.Copula.not_isTP2CDF_nelsen2

Nelsen 2 never has an MTP2 density

Formal statementSource and proofProbabilityTheory.Copula.not_hasMTP2Density_nelsen2

The Nelsen 2 CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.nelsen2_cdf_full

Nelsen 2 lower-tail coefficient for every parameter

Formal statementSource and proofProbabilityTheory.Copula.hasLowerTailDependence_nelsen2

Nelsen 2 upper-tail coefficient for every parameter

Formal statementSource and proofProbabilityTheory.Copula.hasUpperTailDependence_nelsen2

Nelsen 12 lower-tail dependence coefficient

Formal statementSource and proofProbabilityTheory.Copula.hasLowerTailDependence_nelsen12

Nelsen 12 upper-tail dependence coefficient

Formal statementSource and proofProbabilityTheory.Copula.hasUpperTailDependence_nelsen12

Nelsen 12 increases in lower-orthant order

Formal statementSource and proofProbabilityTheory.Copula.lowerOrthantLE_nelsen12

Nelsen 12 tends pointwise to comonotonicity

Formal statementSource and proofProbabilityTheory.Copula.tendsto_nelsen12_atTop

The Nelsen 12 CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.nelsen12_cdf_full

Nelsen 14 lower-tail dependence coefficient

Formal statementSource and proofProbabilityTheory.Copula.hasLowerTailDependence_nelsen14

Nelsen 14 upper-tail dependence coefficient

Formal statementSource and proofProbabilityTheory.Copula.hasUpperTailDependence_nelsen14

Nelsen 14 tends pointwise to comonotonicity

Formal statementSource and proofProbabilityTheory.Copula.tendsto_nelsen14_atTop

Genest–Ghoudi tends pointwise to comonotonicity

Formal statementSource and proofProbabilityTheory.Copula.tendsto_genestGhoudi_atTop

The Nelsen 14 CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.nelsen14_cdf_full

Genest–Ghoudi is never positively quadrant dependent

Formal statementSource and proofProbabilityTheory.Copula.not_isPQD_genestGhoudi

Genest–Ghoudi is never conditionally increasing

Formal statementSource and proofProbabilityTheory.Copula.not_isCI_genestGhoudi

Genest–Ghoudi CDF is never TP2

Formal statementSource and proofProbabilityTheory.Copula.not_isTP2CDF_genestGhoudi

Genest–Ghoudi never has an MTP2 Lebesgue density

Formal statementSource and proofProbabilityTheory.Copula.not_hasMTP2Density_genestGhoudi

Genest–Ghoudi is CD exactly at parameter one

Formal statementSource and proofProbabilityTheory.Copula.isCD_genestGhoudi_iff

Genest–Ghoudi lower-tail dependence coefficient

Formal statementSource and proofProbabilityTheory.Copula.hasLowerTailDependence_genestGhoudi

Genest–Ghoudi upper-tail dependence coefficient

Formal statementSource and proofProbabilityTheory.Copula.hasUpperTailDependence_genestGhoudi

The Genest–Ghoudi CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.genestGhoudi_cdf_full

The positive-parameter Frank CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.frank_cdf_full

The negative-parameter Frank CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.frankNegative_cdf_full

The printed negative-parameter Frank CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.frankNegative_cdf_source

The BB1 CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.bb1_cdf_full

The BB6 CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.bb6_cdf_full

Joe tends pointwise to comonotonicity

Formal statementSource and proofProbabilityTheory.Copula.tendsto_joe_atTop

The Joe CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.joe_cdf_full

The Gumbel–Hougaard CDF

Formal statementSource and proofProbabilityTheory.Copula.cdf_gumbel

Gumbel–Hougaard increases in lower-orthant order

Formal statementSource and proofProbabilityTheory.Copula.lowerOrthantLE_gumbel

Gumbel–Hougaard tends pointwise to comonotonicity

Formal statementSource and proofProbabilityTheory.Copula.tendsto_gumbel_atTop

The Gumbel–Hougaard CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.gumbel_cdf_full

The Tawn CDF on the closed square

Formal statementSource and proofProbabilityTheory.Copula.tawn_cdf_full

Gumbel is an extreme-value copula

Formal statementSource and proofProbabilityTheory.Copula.isExtremeValue_gumbel

Spearman's rho

Formal statementSource and proofProbabilityTheory.Copula.spearmanRho

Kendall's tau

Formal statementSource and proofProbabilityTheory.Copula.kendallTau

Spearman's footrule

Formal statementSource and proofProbabilityTheory.Copula.spearmanFootrule

Gini's gamma

Formal statementSource and proofProbabilityTheory.Copula.giniGamma

Blomqvist's beta

Formal statementSource and proofProbabilityTheory.Copula.blomqvistBeta

Chatterjee's xi detects independence

Formal statementSource and proofProbabilityTheory.Copula.chatterjeeXi_eq_zero_iff

Maximal rho characterizes comonotonicity

Formal statementSource and proofProbabilityTheory.Copula.spearmanRho_eq_one_iff

Minimal rho characterizes countermonotonicity

Formal statementSource and proofProbabilityTheory.Copula.spearmanRho_eq_neg_one_iff

Maximal tau characterizes comonotonicity

Formal statementSource and proofProbabilityTheory.Copula.kendallTau_eq_one_iff

Strict rho monotonicity among comparable copulas

Formal statementSource and proofProbabilityTheory.Copula.LowerOrthantLE.spearmanRho_lt

Zero rho within the PQD class

Formal statementSource and proofProbabilityTheory.Copula.IsPQD.spearmanRho_eq_zero_iff

Bivariate concordance and lower orthant order

Formal statementSource and proofProbabilityTheory.Copula.concordanceLE_iff_lowerOrthantLE

Independence is least in Schur order

Formal statementSource and proofProbabilityTheory.Copula.schurLE_independence

Schur order preserves Chatterjee's xi

Formal statementSource and proofProbabilityTheory.Copula.SchurLE.chatterjeeXi_le

SI implies LTD

Formal statementSource and proofProbabilityTheory.Copula.IsSI.isLTD

SI implies RTI

Formal statementSource and proofProbabilityTheory.Copula.IsSI.isRTI

LTD implies PQD

Formal statementSource and proofProbabilityTheory.Copula.IsLTD.isPQD

RTI implies PQD

Formal statementSource and proofProbabilityTheory.Copula.IsRTI.isPQD

Unique components at a fixed ordinal-sum split

Formal statementSource and proofProbabilityTheory.Copula.diagonal_eq_iff_existsUnique_ordinalSum

Reconstruction from the two components

Formal statementSource and proofProbabilityTheory.Copula.ordinalSum_components

Threshold disagreement and the diagonal deficit

Formal statementSource and proofProbabilityTheory.Copula.measureReal_threshold_disagreement

Kendall's tau of an ordinal sum

Formal statementSource and proofProbabilityTheory.Copula.kendallTau_ordinalSum

Spearman's rho of an ordinal sum

Formal statementSource and proofProbabilityTheory.Copula.spearmanRho_ordinalSum

Footrule of an ordinal sum

Formal statementSource and proofProbabilityTheory.Copula.spearmanFootrule_ordinalSum

Maximal beta as an equal-split ordinal sum

Formal statementSource and proofProbabilityTheory.Copula.blomqvistBeta_eq_one_iff_existsUnique_ordinalSum

Maximal beta forces rho at least one half

Formal statementSource and proofProbabilityTheory.Copula.half_le_spearmanRho_of_blomqvistBeta_eq_one

Maximal beta forces nonnegative tau

Formal statementSource and proofProbabilityTheory.Copula.kendallTau_nonneg_of_blomqvistBeta_eq_one

NQD excludes a nontrivial ordinal sum

Formal statementSource and proofProbabilityTheory.Copula.IsNQD.not_exists_ordinalSum

C-vine root-pair marginals

Formal statementSource and proofProbabilityTheory.Copula.reindex_vineStep_root_pair

Recursive C-vine distribution function

Formal statementSource and proofProbabilityTheory.Copula.cdf_vineStep

Independent pair copulas give an independent vine

Formal statementSource and proofProbabilityTheory.Copula.CVine.toCopula_independent

Regular-vine path attachment satisfies proximity

Formal statementSource and proofProbabilityTheory.Copula.RVineStructure.valid

Conditional gluing preserves the left marginal

Formal statementSource and proofProbabilityTheory.Copula.Vine.map_glue_project_left

Unconditional gluing recovers its pair copula

Formal statementSource and proofProbabilityTheory.Copula.Vine.map_glueProbability_empty_pair

Conditional gluing preserves the right marginal

Formal statementSource and proofProbabilityTheory.Copula.Vine.map_glue_project_right

Conditioning-dependent vine event probabilities

Formal statementSource and proofProbabilityTheory.Copula.Vine.glueProbability_apply

Vine extension preserves the previous joint law

Formal statementSource and proofProbabilityTheory.Copula.Vine.modelOfList_cons_marginal

Nelsen 7 xi on the full parameter interval

Formal statementSource and proofProbabilityTheory.Copula.chatterjeeXi_nelsen7

Nelsen 7 Spearman rho, including endpoints

Formal statementSource and proofProbabilityTheory.Copula.nelsen7_rho

Nelsen 7 Kendall tau, including endpoints

Formal statementSource and proofProbabilityTheory.Copula.nelsen7_tau

Exact Nelsen 7 Schur order in both directions

Formal statementSource and proofProbabilityTheory.Copula.schurBothLE_nelsen7_iff

Exact Frechet CI classification

Formal statementSource and proofProbabilityTheory.Copula.frechet_ci_iff

Exact Frechet density TP2 classification

Formal statementSource and proofProbabilityTheory.Copula.frechet_density_tp2_iff

Exact Mardia CI classification

Formal statementSource and proofProbabilityTheory.Copula.mardia_ci_iff

Exact Mardia density TP2 classification

Formal statementSource and proofProbabilityTheory.Copula.mardia_density_tp2_iff

Minimum of xi plus footrule over Frechet copulas

Formal statementSource and proofProbabilityTheory.Copula.frechet_xi_add_footrule_lower

Unique Frechet minimizer of xi plus footrule

Formal statementSource and proofProbabilityTheory.Copula.frechet_xi_add_footrule_eq_iff

Any local filling interpolates the source copula at grid vertices

Formal statementSource and proofProbabilityTheory.Copula.cdf_cellMass_patchwork_point

Uniform error bound for sampled grid copulas

Formal statementSource and proofProbabilityTheory.Copula.abs_cdf_cellMass_patchwork_sub_le_mesh

Positive-degree Bernstein polynomials satisfy the copula axioms

Formal statementSource and proofProbabilityTheory.Copula.isClassical_bernsteinCDF

Bernstein copulas converge uniformly

Formal statementSource and proofProbabilityTheory.Copula.tendstoUniformly_bernstein

Countable ordinal sums have summable weighted CDF series

Formal statementSource and proofProbabilityTheory.Copula.cdf_countableOrdinalSum

Straight shuffles of M are dense for the uniform metric

Formal statementSource and proofProbabilityTheory.Copula.dense_isStraightShuffleOfMin

Grid shuffles agree with the copula at every grid vertex

Formal statementSource and proofProbabilityTheory.Copula.cdf_gridShuffle_point

General ordinal sums on the component squares

Formal statementSource and proofProbabilityTheory.Copula.cdf_generalOrdinalSum_of_mem

Ordinal sums are characterized by diagonal fixed points

Formal statementSource and proofProbabilityTheory.Copula.exists_generalOrdinalSum_iff

Library revision: fe53ea2f · Lean 4.34.0