Absolute Moments of GH Distribution: An Alternative Approach

In this work, we focus on deriving the absolute moments of the generalised hyperbolic (GH) distribution through its mean–variance mixture structure. Conditioning on the GIG mixing variable reduces the problem to Gaussian moment calculations and known GIG power moments, avoiding direct integration with Bessel functions. The variance-gamma (VG), normal inverse Gaussian (NIG), hyperbolic, Normal, and Student’s t distributions emerge as natural special or limiting cases of the generalised hyperbolic family. This approach offers a substantially simpler and more transparent derivation, facilitating both implementation and verification.

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Journal
Axioms
Published
2026-09-25
DOI
https://doi.org/10.3390/axioms15100710
Primary Topic
Statistical Mechanics and Entropy
Type
article
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article

Absolute Moments of GH Distribution: An Alternative Approach

Chuancun Yin, Xiaoqian Zhang
Axioms
Statistical Mechanics and Entropy
article

Absolute Moments of GH Distribution: An Alternative Approach

Chuancun Yin, Xiaoqian Zhang
article en

Abstract

In this work, we focus on deriving the absolute moments of the generalised hyperbolic (GH) distribution through its mean–variance mixture structure. Conditioning on the GIG mixing variable reduces the problem to Gaussian moment calculations and known GIG power moments, avoiding direct integration with Bessel functions. The variance-gamma (VG), normal inverse Gaussian (NIG), hyperbolic, Normal, and Student’s t distributions emerge as natural special or limiting cases of the generalised hyperbolic family. This approach offers a substantially simpler and more transparent derivation, facilitating both implementation and verification.

AxiomsVol. 15(10)
Qufu Normal University (CN)
Openalex Percentile: Top 11%
Statistical Mechanics and Entropy
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