Struktura Levyjevih procesa, subordinatori i primjene
Tomislav Kralj
Abstract
Tomislav Kralj
Abstract
In this master’s thesis, we study Levy processes, subordinators and their applications in random combinatorial structures. In the first chapter we introduce formal definition of Levy processes and infinitely divisible distributions that are related to them. Characteristic functions are widely implemented in this thesis. Therefore, we state basic theorem about the characteristic exponent of infinitely divisible distribution. Three most important examples of Levy processes are given: Poisson point process, compound Poisson process and Brownian motion. Levy-Ito decomposition is the essential topic of second chapter. We prove that theorem using construction that involves Poisson random measures and integration of non-random functions with respect to Poisson random measure. In third chapter we investigate non-decreasing Levy processes, subordinators. Introducing potential measures and renewal measures, we examine the connection between subordinators and renewal processes and we prove the asymptotic behaviour of relative overshoot and undershoot. Random composition and partition structures represent key concepts of the concluding chapter. Subordinator theory is used to construct regenerative composition structures.
A significance statement is not available in the OpenAlex record.
A contribution statement is not available in the OpenAlex record.
Method details are not available in the OpenAlex metadata.
Findings are not separately available in the OpenAlex metadata.
Limitations are not available in the OpenAlex metadata.
Application details are not available in the OpenAlex metadata.
In this master’s thesis, we study Levy processes, subordinators and their applications in random combinatorial structures. In the first chapter we introduce formal definition of Levy processes and infinitely divisible distributions that are related to them. Characteristic functions are widely implemented in this thesis. Therefore, we state basic theorem about the characteristic exponent of infinitely divisible distribution. Three most important examples of Levy processes are given: Poisson point process, compound Poisson process and Brownian motion. Levy-Ito decomposition is the essential topic of second chapter. We prove that theorem using construction that involves Poisson random measures and integration of non-random functions with respect to Poisson random measure. In third chapter we investigate non-decreasing Levy processes, subordinators. Introducing potential measures and renewal measures, we examine the connection between subordinators and renewal processes and we prove the asymptotic behaviour of relative overshoot and undershoot. Random composition and partition structures represent key concepts of the concluding chapter. Subordinator theory is used to construct regenerative composition structures.
Key concepts: Subordinator, Lévy process, Poisson distribution, Mathematics, Point process, Compound Poisson process, Renewal theory, Stochastic process