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Han-Lin Shang

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Preprint Sep 2026

Quantifying Long-Range Dependence in Object-Valued Time Series

Object-valued time series, including distributions, covariance matrices, networks, and compositions, lack the linear structure required by conventional autocovariance-based definitions of long memory. We develop an intrinsic framework for defining and estimating long memory in metric spaces of negative type. An isometr...

Won-Ki Seo, Jia-Zhen Xu, Han-Lin Shang · 0 citations

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