Brownian Bridge - Relation To Other Stochastic Processes

Relation To Other Stochastic Processes

If W(t) is a standard Wiener process (i.e., for t ≥ 0, W(t) is normally distributed with expected value 0 and variance t, and the increments are stationary and independent), then

is a Brownian bridge for t ∈ .

Conversely, if B(t) is a Brownian bridge and Z is a standard normal random variable, then the process

is a Wiener process for t ∈ . More generally, a Wiener process W(t) for t ∈ can be decomposed into

Another representation of the Brownian bridge based on the Brownian motion is, for t

Conversely, for t

The Brownian bridge may also be represented as a Fourier series with stochastic coefficients, as

where are independent identically distributed standard normal random variables (see the Karhunen–Loève theorem).

A Brownian bridge is the result of Donsker's theorem in the area of empirical processes. It is also used in the Kolmogorov–Smirnov test in the area of statistical inference.

Read more about this topic:  Brownian Bridge

Famous quotes containing the words relation to, relation and/or processes:

    We must get back into relation, vivid and nourishing relation to the cosmos and the universe. The way is through daily ritual, and is an affair of the individual and the household, a ritual of dawn and noon and sunset, the ritual of the kindling fire and pouring water, the ritual of the first breath, and the last.
    —D.H. (David Herbert)

    Skepticism is unbelief in cause and effect. A man does not see, that, as he eats, so he thinks: as he deals, so he is, and so he appears; he does not see that his son is the son of his thoughts and of his actions; that fortunes are not exceptions but fruits; that relation and connection are not somewhere and sometimes, but everywhere and always; no miscellany, no exemption, no anomaly,—but method, and an even web; and what comes out, that was put in.
    Ralph Waldo Emerson (1803–1882)

    The vast results obtained by Science are won by no mystical faculties, by no mental processes other than those which are practiced by every one of us, in the humblest and meanest affairs of life. A detective policeman discovers a burglar from the marks made by his shoe, by a mental process identical with that by which Cuvier restored the extinct animals of Montmartre from fragments of their bones.
    Thomas Henry Huxley (1825–95)