On Tridiagonal Correlation Matrices

We investigate the conditions under which symmetric tridiagonal matrices represent valid correlation matrices. By exploiting a recursive determinant relationship, we derive explicit sufficient conditions for positive definiteness and highlight connections with several existing criteria. For dimensions up to four, we precisely characterize feasible parameter regions, providing both analytical expressions and intuitive geometric interpretations. We pay special attention to two structured cases: stationary processes, where we establish a sharp necessary and sufficient bound, and alternating period-2 correlation structures, whose spectral properties yield exact semidefiniteness criteria. The derived results furnish practical guidelines for verifying the validity of banded correlation models in various applied contexts.

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Publication Details

Journal
Pan-American Journal of Mathematics
Published
2025-09-09
DOI
https://doi.org/10.28919/cpr-pajm/4-15
Primary Topic
Spectroscopy and Chemometric Analyses
Type
article
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article

On Tridiagonal Correlation Matrices

Siyang Tao
Pan-American Journal of Mathematics
Spectroscopy and Chemometric Analyses
article

On Tridiagonal Correlation Matrices

Siyang Tao
article en

Abstract

We investigate the conditions under which symmetric tridiagonal matrices represent valid correlation matrices. By exploiting a recursive determinant relationship, we derive explicit sufficient conditions for positive definiteness and highlight connections with several existing criteria. For dimensions up to four, we precisely characterize feasible parameter regions, providing both analytical expressions and intuitive geometric interpretations. We pay special attention to two structured cases: stationary processes, where we establish a sharp necessary and sufficient bound, and alternating period-2 correlation structures, whose spectral properties yield exact semidefiniteness criteria. The derived results furnish practical guidelines for verifying the validity of banded correlation models in various applied contexts.

Pan-American Journal of MathematicsVol. 4
Ball State University (US)
Openalex Percentile: Top 72%
Spectroscopy and Chemometric Analyses
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