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Third-Order Toeplitz Determinants

Updated 14 January 2026
  • Third-Order Toeplitz Determinants are functionals built from the Taylor coefficients of normalized univalent functions, providing key quantitative invariants in geometric function theory.
  • They offer sharp bounds and drive extremal problems in classes such as starlike and convex functions, with explicit formulas derived through advanced analytical techniques.
  • Methodologies like Carathéodory representation, Fekete–Szegö inequalities, and companion matrix diagonalization underpin these determinants, extending their use to Banach spaces and multidimensional settings.

A third-order Toeplitz determinant is a determinantal functional constructed from the Taylor coefficients of a holomorphic or univalent function, with broad generalizations to higher dimensions, Banach spaces, and function-theoretic subclasses. Such determinants play a central role in geometric function theory, extremal problems, and the analytic description of univalent mappings, providing sharp quantitative invariants that encode regularity and geometric constraints.

1. Definition and Explicit Formulae

For a normalized analytic function ff in the unit disk U\mathbb{U},

f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,

the third-order Toeplitz determinant, T3(f)T_3(f), is defined by the 3×33 \times 3 Toeplitz matrix with entries given by the coefficients of ff:

T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.

When considering Hermitian Toeplitz determinants, one often symmetrizes the coefficients:

T3Herm(f)=det(1a2a3 a21a2 a3a21)=2Re(a2a3)2a22a32+1.T_3^{\mathrm{Herm}}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ \overline{a_2} & 1 & a_2 \ \overline{a_3} & \overline{a_2} & 1 \end{pmatrix} = 2\mathrm{Re}(a_2 a_3) - 2|a_2|^2 - |a_3|^2 + 1.

This determinant serves as a non-linear functional that is sensitive to both modulus and argument of the Taylor coefficients and is fundamental for extremal coefficient problems and the geometry of image domains (Ali et al., 2017, Giri et al., 2022, Obradović et al., 2019).

2. Sharp Bounds in Classical and Generalized Settings

Classical Extremal Results. For the class S\mathcal{S} of normalized univalent functions in U\mathbb{U}, the sharp bounds for U\mathbb{U}0 are:

U\mathbb{U}1

with equality achieved for rotated Koebe functions U\mathbb{U}2 (Ali et al., 2017).

Invariants for Starlike and Convex Classes. For starlike functions U\mathbb{U}3 and convex functions U\mathbb{U}4:

  • U\mathbb{U}5 and U\mathbb{U}6 share the U\mathbb{U}7 bound (sharp).
  • For convex functions, U\mathbb{U}8 is attained by the appropriately rotated half-Koebe map (Ali et al., 2017, Obradović et al., 2019).

Generalization by Vanishing Order (Zero-Order Constraint). For U\mathbb{U}9 with f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,0 (i.e., all coefficients f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,1 vanish), setting f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,2, f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,3, the determinant specializes to

f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,4

The extremal sharp bound, due to Giri–Kumar, is

f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,5

Equality is achieved for explicit extremal functions f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,6 (Giri et al., 6 Jan 2026).

3. Proof Methods and Underlying Function-Theoretic Techniques

The extremal analysis across different settings employs the following workflow:

  • Carathéodory Representation: The logarithmic derivative or related function is written as f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,7, with f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,8. This links coefficient problems to the Carathéodory class and exploits the sharp coefficient bounds f(z)=z+n=2anzn,f(z) = z + \sum_{n=2}^\infty a_n z^n,9 (Giri et al., 6 Jan 2026, Giri et al., 2022).
  • Coefficient Relations: For the vanishing-order constraint,

T3(f)T_3(f)0

  • Fekete–Szegö Inequalities: The two-term refinement provides control on T3(f)T_3(f)1, crucial for optimizing T3(f)T_3(f)2 (Giri et al., 6 Jan 2026).
  • Triangle Inequality and Optimization: The determinant is rewritten as a function of T3(f)T_3(f)3, and T3(f)T_3(f)4. The bounds for these quantities, together with quadratic optimization, yield the advertised sharp constants (Giri et al., 2022, Giri et al., 2022).
  • Extremality via Explicit Construction: Achievement of equality is demonstrated by model functions such as the Koebe mapping or its generalized forms.

This combination of analytic subordination, coefficient bounds, and quadratic optimization is standard across the Toeplitz determinant literature.

4. Extensions to Several Complex Variables and Banach Spaces

Starlike Mappings on the Unit Ball in Banach Spaces. The Toeplitz determinant generalizes naturally by replacing the coefficients with particular normalized derivatives:

T3(f)T_3(f)5

where T3(f)T_3(f)6 is a Hahn–Banach functional (Giri et al., 6 Jan 2026, Giri et al., 2022).

Bounded Starlike Circular Domains T3(f)T_3(f)7. The Minkowski functional T3(f)T_3(f)8 characterizes starlikeness, and the sharp Toeplitz determinant bounds persist in the same form as in the Banach ball case by reduction to one-variable analytic function theory.

In both cases, the proofs rely on diagonalization to a one-dimensional subordinate function, and the sharp estimates rely on the same Carathéodory and Fekete–Szegö machinery as in the classical context (Giri et al., 2022).

5. Connections with Hermitian Toeplitz Determinants and Subclasses

Hermitian Toeplitz Determinants. For subclasses such as the Ma–Minda, Sakaguchi–starlike, and convex types, analogous determinant formulas are evaluated, for example:

T3(f)T_3(f)9

with sharp upper and lower bounds depending on the Taylor coefficients of the defining function 3×33 \times 30:

  • Upper bound: 3×33 \times 31 for all 3×33 \times 32;
  • Lower bound: Piecewise expressions depending on 3×33 \times 33, 3×33 \times 34, and explicit rational functions provide the sharp constants for the various classes (Giri et al., 2022, Giri et al., 2022).

The method of proof in these cases leverages subordination, Carathéodory parameterization, and a real-variable maximization over the parameter region to establish the extremal results.

6. Algorithmic and Structural Results

A general 3×33 \times 35 banded Toeplitz matrix with bandwidth 3×33 \times 36 admits a determinant expression in terms of the 3×33 \times 37 companion matrix 3×33 \times 38:

3×33 \times 39

where ff0 is explicitly constructed from the Toeplitz coefficients (Cinkir, 2011). Furthermore, there exists an ff1 algorithm for computing such determinants using binary powering and companion matrix diagonalization, with the ff2 case being directly relevant for third-order Toeplitz determinants.

Worked examples in (Cinkir, 2011) demonstrate the explicit symbolic formula, connection to eigenvalues, and numerical evaluation for small ff3.

7. Comparative Summary and Impact

Setting Explicit Bound for ff4 Extremal Function Type
ff5 univalent, ff6 ff7 Rotated Koebe map
Starlike/Convex (Ma–Minda) Depends on ff8; often ff9 or sharper Exponential of T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.0
Vanishing order T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.1 (T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.2) T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.3, T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.4<br>T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.5, T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.6 Generalized Koebe-type
Banach ball or T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.7, T3,1(f)=det(1a2a3 a21a2 a3a21)=12a22+2a22a3a32.T_{3,1}(f) = \det \begin{pmatrix} 1 & a_2 & a_3 \ a_2 & 1 & a_2 \ a_3 & a_2 & 1 \end{pmatrix} = 1 - 2a_2^2 + 2a_2^2 a_3 - a_3^2.8 Same as above (structurally identical piecewise) Generalized radial mapping

These results unify the classical sharp extremal inequalities for third-order Toeplitz determinants and extend them to highly structured subclasses, Banach spaces, and multidimensional starlike domains. The analytical principles—Carathéodory representation, Fekete–Szegö estimates, and subordination—are consistently fundamental across all dimensions and settings (Giri et al., 6 Jan 2026, Giri et al., 2022, Giri et al., 2022, Cinkir, 2011, Obradović et al., 2019).

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