Phase-type Distribution - Special Cases

Special Cases

The following probability distributions are all considered special cases of a continuous phase-type distribution:

  • Degenerate distribution, point mass at zero or the empty phase-type distribution - 0 phases.
  • Exponential distribution - 1 phase.
  • Erlang distribution - 2 or more identical phases in sequence.
  • Deterministic distribution (or constant) - The limiting case of an Erlang distribution, as the number of phases become infinite, while the time in each state becomes zero.
  • Coxian distribution - 2 or more (not necessarily identical) phases in sequence, with a probability of transitioning to the terminating/absorbing state after each phase.
  • Hyper-exponential distribution (also called a mixture of exponential) - 2 or more non-identical phases, that each have a probability of occurring in a mutually exclusive, or parallel, manner. (Note: The exponential distribution is the degenerate situation when all the parallel phases are identical.)
  • Hypoexponential distribution - 2 or more phases in sequence, can be non-identical or a mixture of identical and non-identical phases, generalises the Erlang.

As the phase-type distribution is dense in the field of all positive-valued distributions, we can represent any positive valued distribution. However, the phase-type is a light-tailed or platikurtic distribution. So the representation of heavy-tailed or leptokurtic distribution by phase type is an approximation, even if the precision of the approximation can be as good as we want.

Read more about this topic:  Phase-type Distribution

Famous quotes containing the words special and/or cases:

    I have a special grudge against those who have the same faults as I do.
    Mason Cooley (b. 1927)

    In the beautiful, man sets himself up as the standard of perfection; in select cases he worships himself in it.... Man believes that the world itself is filled with beauty—he forgets that it is he who has created it. He alone has bestowed beauty upon the world—alas! only a very human, an all too human, beauty.
    Friedrich Nietzsche (1844–1900)