Local time (mathematics)
Encyclopedia
In the mathematical
theory of stochastic process
es, local time is a stochastic process associated with diffusion
processes such as Brownian motion
, that characterizes the amount of time a particle has spent at a given level. Local time is very useful and often appears in various stochastic integration formulas if the integrand is not sufficiently smooth, such as Tanaka's formula.
where b(s) is the diffusion process and δ is the Dirac delta function
. It is a notion invented by Paul Lévy
. The basic idea is that ℓ(t, x) is a (rescaled) measure of how much time b(s) has spent at x up to time t. It may be written as
which explains why it is called the local time of b at x.
Mathematics
Mathematics is the study of quantity, space, structure, and change. Mathematicians seek out patterns and formulate new conjectures. Mathematicians resolve the truth or falsity of conjectures by mathematical proofs, which are arguments sufficient to convince other mathematicians of their validity...
theory of stochastic process
Stochastic process
In probability theory, a stochastic process , or sometimes random process, is the counterpart to a deterministic process...
es, local time is a stochastic process associated with diffusion
Diffusion
Molecular diffusion, often called simply diffusion, is the thermal motion of all particles at temperatures above absolute zero. The rate of this movement is a function of temperature, viscosity of the fluid and the size of the particles...
processes such as Brownian motion
Brownian motion
Brownian motion or pedesis is the presumably random drifting of particles suspended in a fluid or the mathematical model used to describe such random movements, which is often called a particle theory.The mathematical model of Brownian motion has several real-world applications...
, that characterizes the amount of time a particle has spent at a given level. Local time is very useful and often appears in various stochastic integration formulas if the integrand is not sufficiently smooth, such as Tanaka's formula.
Formal definition
Mathematically, the definition of the local time iswhere b(s) is the diffusion process and δ is the Dirac delta function
Dirac delta function
The Dirac delta function, or δ function, is a generalized function depending on a real parameter such that it is zero for all values of the parameter except when the parameter is zero, and its integral over the parameter from −∞ to ∞ is equal to one. It was introduced by theoretical...
. It is a notion invented by Paul Lévy
Paul Pierre Lévy
Paul Pierre Lévy was a Jewish French mathematician who was active especially in probability theory, introducing martingales and Lévy flights...
. The basic idea is that ℓ(t, x) is a (rescaled) measure of how much time b(s) has spent at x up to time t. It may be written as
which explains why it is called the local time of b at x.
See also
- Tanaka's formula
- Brownian motionBrownian motionBrownian motion or pedesis is the presumably random drifting of particles suspended in a fluid or the mathematical model used to describe such random movements, which is often called a particle theory.The mathematical model of Brownian motion has several real-world applications...
- Red noise, also known as brown noise (Martin GardnerMartin GardnerMartin Gardner was an American mathematics and science writer specializing in recreational mathematics, but with interests encompassing micromagic, stage magic, literature , philosophy, scientific skepticism, and religion...
proposed this name for sound generated with random intervals. It is a pun on Brownian motion and white noiseWhite noiseWhite noise is a random signal with a flat power spectral density. In other words, the signal contains equal power within a fixed bandwidth at any center frequency...
.) - Diffusion equation