# A note on linear processes with tapered innovations

**Authors:** Vygantas Paulauskas

arXiv: 1905.01891 · 2019-05-07

## TL;DR

This paper investigates the asymptotic behavior of partial sums of linear processes with innovations that have heavy-tailed tapered distributions, showing they can converge to fractional Brownian motion or linear fractional stable motion depending on tapering.

## Contribution

It introduces a framework for understanding the limit processes of linear processes with tapered heavy-tailed innovations, depending on the tapering parameter and filter properties.

## Key findings

- Limit process can be fractional Brownian motion or linear fractional stable motion.
- The type of limit depends on the tapering parameter and filter characteristics.
- Provides conditions under which different limit processes arise.

## Abstract

In the paper we consider the partial sum process $\sum_{k=1}^{[nt]}X_k^{(n)}$, where $\{X_k^{(n)}, \ k\in Z\},\ n\ge 1,$ is a series of linear processes with innovations having heavy-tailed tapered distributions with tapering parameter $b_n$ depending on $n$. It is shown that, depending on the properties of a filter of a linear process under consideration and on the parameter $b_n$ defining if the tapering is hard or soft, the limit process for such partial sum process can be fractional Brownian motion or linear fractional stable motion.

## Full text

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## References

18 references — full list in the complete paper: https://tomesphere.com/paper/1905.01891/full.md

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Source: https://tomesphere.com/paper/1905.01891