Transition matrices arise in a wide class of engineering problems especially in mathematical models using Markov chains. Usually they describe the transition probabilities of a vector state at time $t$ to the same state vector at time $t+\Delta t$, where $\Delta t$ is the shortest period over which a transition matrix can be estimated. If a short term transition matrix is needed it can be obtained by computing a $p$th root. For example in risk management of portfolio the company's credit ratings are recorded yearly, thus to define, at the end of the year, a transition matrix with all the recorded information. However, investment horizon is shorter than a year, thus to require the computation of the matrix $p$th root. In this paper we consider the numerical computation of the $p$th root of a transition matrix. The aim of the paper is to highlight the properties of some numerical methods preserving the geometric peculiarities of the pth root of a transition matrix.
On the Numerical Computation of Transition Matrix pth Root / Politi, Tiziano; Popolizio, M.. - C2:(2014), pp. 251-255. (Intervento presentato al convegno 1st SCORE@POLIBA tenutosi a Bari nel December 3-5, 2014).
On the Numerical Computation of Transition Matrix pth Root
POLITI, Tiziano;Popolizio M.
2014-01-01
Abstract
Transition matrices arise in a wide class of engineering problems especially in mathematical models using Markov chains. Usually they describe the transition probabilities of a vector state at time $t$ to the same state vector at time $t+\Delta t$, where $\Delta t$ is the shortest period over which a transition matrix can be estimated. If a short term transition matrix is needed it can be obtained by computing a $p$th root. For example in risk management of portfolio the company's credit ratings are recorded yearly, thus to define, at the end of the year, a transition matrix with all the recorded information. However, investment horizon is shorter than a year, thus to require the computation of the matrix $p$th root. In this paper we consider the numerical computation of the $p$th root of a transition matrix. The aim of the paper is to highlight the properties of some numerical methods preserving the geometric peculiarities of the pth root of a transition matrix.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.