Statistical Analysis of Discrete-valued Time Series by Parsimonious High-order Markov Chains

Problems of statistical analysis of discrete-valued time series are considered. Two approaches for construction of parsimonious (small-parametric) models for observed discrete data are proposed based on high-order Markov chains. Consistent statistical estimators for parameters of the developed mode...

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Bibliographic Details
Main Author: Yuriy Kharin
Format: Article
Language:English
Published: Austrian Statistical Society 2020-04-01
Series:Austrian Journal of Statistics
Online Access:http://www.ajs.or.at/index.php/ajs/article/view/1132