Project

First order Kendall maximal autoregressive processes and their applications

Goal: We consider max-AR(1) sequences of the Kendall type, because the distributions associated with them are heavy tailed and we apply them to air pollution modeling.

The main goals of the project:
-> Cramer-Lundberg model with applications of Kendall random walk;
-> Asymptotic properies of extremal Markovian sequences of the Kendall type;
-> Renewal theory for Kendall random walks ;
-> Wiener-Hopf factorization for max-AR(1) sequences of the Kendall type.

Date: 1 October 2016 - 30 September 2019

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Project log

Mateusz Staniak
added a research item
The paper deals with fluctuations of Kendall random walks, which are extremal Markov chains. We give the joint distribution of the first ascending ladder epoch and height over any level $a \geq 0$ and distribution of maximum and minimum for these extremal Markovian sequences. We show that distribution of the first crossing time of level $a \geq0$ is a mixture of geometric and negative binomial distributions. The Williamson transform is the main tool for considered problems connected with the Kendall convolution.
Mateusz Staniak
added an update
Install in R:
install.packages('kendallRandomWalks')
 
Barbara HELENA Jasiulis-Gołdyn
added a research item
The paper deals with the renewal theory for a class of extremal Markov sequences connected with the Kendall convolution. We consider here some particular cases of the Wold processes connected with generalized convolutions. We prove an analogue of the Fredholm theorem for all generalized convolutions algebras. Using the technique of regularly varying functions we prove the Blackwell theorem for renewal processes defined by the Kendall random walks.
Mateusz Staniak
added an update
Distribution of the maximum of Kendall random walk and its properties
 
Mateusz Staniak
added an update
Conditions under which the Williamson transform of a given measure takes value 1.
 
Mateusz Staniak
added an update
Asymptotic behavior of the mean of first ladder moment above level a (as a goes to infinity).
 
Barbara HELENA Jasiulis-Gołdyn
added a project goal
We consider max-AR(1) sequences of the Kendall type, because the distributions associated with them are heavy tailed and we apply them to air pollution modeling.
The main goals of the project:
-> Cramer-Lundberg model with applications of Kendall random walk;
-> Asymptotic properies of extremal Markovian sequences of the Kendall type;
-> Renewal theory for Kendall random walks ;
-> Wiener-Hopf factorization for max-AR(1) sequences of the Kendall type.