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Characterization of Jordan Vectors

Updated 16 December 2025
  • Jordan vectors are generalized eigenvectors defined by specific algebraic, analytic, and geometric chain conditions.
  • They facilitate the analysis of non-diagonalizable operators, matrix polynomials, and operator-valued functions across various dimensions.
  • Their study enables precise decompositions in algebraic geometry and provides insights into critical phenomena in statistical mechanics.

A Jordan vector is a generalization of the concept of an eigenvector and arises naturally in several settings involving linear operators, matrix polynomials, and operator-valued functions. Jordan vectors play a central role in the algebraic and geometric analysis of non-diagonalizable operators, underpinning both classical finite-dimensional structures such as Jordan canonical form and the analytic theory of operator-valued function zeros. Their systematic characterization extends across operator theory, algebraic geometry, and mathematical physics.

1. Algebraic Definition and Jordan Chains

Let XX be a linear operator on a (finite- or infinite-dimensional) vector space VV, and let μ\mu be an eigenvalue of XX. The classical algebraic definition specifies that a vector vv is a Jordan vector of rank kk (or length kk) for eigenvalue μ\mu if

(Xμid)kv=0(X - \mu\,\mathrm{id})^k v = 0

but (Xμid)k1v0(X - \mu\,\mathrm{id})^{k-1} v \neq 0. A Jordan chain of length VV0 is a sequence VV1 in VV2 satisfying \begin{align*} (X - \mu\,\mathrm{id}) v_1 &= 0, \ (X - \mu\,\mathrm{id}) v_{j+1} &= v_j,\quad 1 \leq j < k. \end{align*} Here, VV3 is an ordinary eigenvector and VV4 are generalized eigenvectors (Morin-Duchesne et al., 2013, Abo et al., 2015).

2. Analytic Characterization for Operator-Valued Functions

Let VV5 be a complex Hilbert space, and let VV6 be a holomorphic operator-valued function. A root function VV7 for VV8 at a zero VV9 of order at least μ\mu0 is a holomorphic μ\mu1 with μ\mu2 such that

μ\mu3

A sequence μ\mu4 is a Jordan chain of length μ\mu5 for μ\mu6 at μ\mu7 if, for each μ\mu8,

μ\mu9

The main analytic result is that there is a bijection between Taylor expansions of root functions of order XX0 and Jordan chains of length XX1 for XX2 at XX3. Precisely, any root function XX4 yields a Jordan chain XX5 by XX6, and vice versa (Borogovac, 9 Dec 2025).

3. Geometric Perspective: Eigenschemes and Tangent Bundles

In the algebraic-geometric framework, the collection of all (generalized) eigenvectors of a matrix XX7 is captured by the eigenscheme XX8, defined by the vanishing of the XX9 minors of the matrix vv0. The reduced components correspond to the eigenspaces; the non-reduced scheme-theoretic structure retains information about higher-rank Jordan vectors.

At a point vv1 representing an eigenvector, the tangent directions in the scheme at vv2 correspond to vectors vv3 such that vv4, i.e., vv5 is a length-2 generalized eigenvector. Higher-order nilpotents in the stalk of the local ring at vv6 correspond to longer Jordan chains. The structure of the eigenscheme, via its primary decomposition, encodes the block sizes and multiplicities of the Jordan canonical form (Abo et al., 2015).

4. Generalization: Matrix Polynomials and Operator-Valued Functions

For a matrix polynomial vv7, the classical chain relations,

vv8

exactly characterize those chains vv9 that produce solutions to differential equations of the form

kk0

The holomorphic operator-valued function framework strictly extends this finite-dimensional theory: if kk1 is a general operator-valued function, the analytic characterization by Taylor series and derivational conditions recovers the full Jordan structure without reliance on generalized inverses or resolvent expansions. This analytic approach encompasses both the finite-dimensional and infinite-dimensional settings (Borogovac, 9 Dec 2025).

5. Physical and Algebraic Context: Jordan Vectors in Loop Models

In statistical mechanics, Jordan vectors and cells govern the indecomposable structure of transfer matrices and Hamiltonians in critical lattice models. For the transfer matrix kk2 in the periodic Temperley-Lieb algebra kk3, Jordan cells arise when the eigenvalues of certain central elements collide, indicating logarithmic conformal field theory (LCFT) behavior in the scaling limit.

Jordan vectors within and between defect sectors have explicit algebraic constructions. For example, in the fixed-defect sector of the periodic loop model, using the Martin–Saleur intertwiner, one can construct explicit Jordan chains of length two at critical parameter values. The existence criteria for such cells depend on combinatorial congruence conditions and representation theory over kk4, with explicit vector formulas in terms of quantum group generators (Morin-Duchesne et al., 2013).

6. Analytical and Algebraic Interplay: Proof Strategies and Primary Decomposition

The characterization of Jordan vectors and chains via analytic (Taylor expansion) or algebraic (ideal-theoretic) methods is exact and constructive:

  • Analytically, all chain relations are obtained from the Taylor expansion of kk5 and equating coefficients of kk6.
  • Algebraically, for matrices kk7 over a splitting field, primary decomposition of the ideal generated by kk8 minors of kk9 recovers block sizes and multiplicities directly (Abo et al., 2015).

No use of generalized inverses, resolvent expansions, or ad hoc algebraic factorization is necessary in either approach—linearity and holomorphic expansion suffice (Borogovac, 9 Dec 2025).

7. Summary Table: Jordan Chain Characterizations

Context Jordan Chain Condition Main Reference
Matrix kk0 kk1, kk2 (Morin-Duchesne et al., 2013, Abo et al., 2015)
Matrix Polynomial kk3 kk4 (Borogovac, 9 Dec 2025)
Operator-Valued kk5 kk6 (Borogovac, 9 Dec 2025)

This table summarizes the progression from finite matrices to general operator-valued functions and their respective Jordan chain conditions.


These characterizations of Jordan vectors unify and extend the theory of generalized eigenvectors from classical linear algebra to broad analytic, algebraic, and physical frameworks, enabling a precise description of operator singularities, the analytic structure of solutions to associated differential equations, and the algebraic geometry of eigenschemes. Their occurrence in statistical mechanics models and operator theory underlines their foundational role across mathematics and physics (Borogovac, 9 Dec 2025, Abo et al., 2015, Morin-Duchesne et al., 2013).

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