Tid: 6 november 2000 kl 1515-1700
Plats : Seminarierummet 3733, Institutionen för matematik, KTH, Lindstedts väg 25, plan 7. Karta!
Föredragshållare: Torkel Erhardsson, Matematisk statistik, KTH.
Titel: Compound Poisson approximation for visits to rare sets by certain stationary Markov chains and renewal reward processes.
Sammanfattning:
Let be a stationary discrete time Markov chains
which is ``strongly aperiodic Harris
recurrent'' (e.g., an
irreducible and positive recurrent Markov
chain on a countable state
space), with stationary
distribution
. What can be said about the distribution of
the number of visits up to time
by
to a subset
of
the state space such that
is small?
We will here give a bound for the total variation distance
between this distribution and a compound Poisson
distribution. It will be shown how the bound can be derived using Stein's
method, regenerative properties of Harris recurrent Markov
chains, and couplings. The bound depends only on much studied quantities like hitting
probabilities and expected hitting times, which can be easily computed
if the state space is finite. Under certain conditions the
bound is of order close to , or even
.
If time permits, it will also be indicated how these results can be extended, using point process theory, to compound Poisson approximation for the accumulated rewards of stationary renewal reward processes in discrete or continuous time.