Tanaka equation
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In mathematics, Tanaka's equation is an example of a
stochastic differential equation A stochastic differential equation (SDE) is a differential equation in which one or more of the terms is a stochastic process, resulting in a solution which is also a stochastic process. SDEs are used to model various phenomena such as stock p ...
which admits a weak solution but has no strong solution. It is named after the Japanese
mathematician A mathematician is someone who uses an extensive knowledge of mathematics in their work, typically to solve mathematical problems. Mathematicians are concerned with numbers, data, quantity, structure, space, models, and change. History On ...
Hiroshi Tanaka (Tanaka Hiroshi). Tanaka's equation is the one-dimensional stochastic differential equation :\mathrm X_t = \sgn (X_t) \, \mathrm B_t, driven by canonical
Brownian motion Brownian motion, or pedesis (from grc, πήδησις "leaping"), is the random motion of particles suspended in a medium (a liquid or a gas). This pattern of motion typically consists of random fluctuations in a particle's position insi ...
''B'', with initial condition ''X''0 = 0, where sgn denotes the sign function :\sgn (x) = \begin +1, & x \geq 0; \\ -1, & x < 0. \end (Note the unconventional value for sgn(0).) The signum function does not satisfy the
Lipschitz continuity In mathematical analysis, Lipschitz continuity, named after German mathematician Rudolf Lipschitz, is a strong form of uniform continuity for functions. Intuitively, a Lipschitz continuous function is limited in how fast it can change: there e ...
condition required for the usual theorems guaranteeing existence and uniqueness of strong solutions. The Tanaka equation has no strong solution, i.e. one for which the version ''B'' of Brownian motion is given in advance and the solution ''X'' is
adapted In biology, adaptation has three related meanings. Firstly, it is the dynamic evolutionary process of natural selection that fits organisms to their environment, enhancing their evolutionary fitness. Secondly, it is a state reached by the po ...
to the filtration generated by ''B'' and the initial conditions. However, the Tanaka equation does have a weak solution, one for which the process ''X'' and version of Brownian motion are both specified as part of the solution, rather than the Brownian motion being given ''
a priori ("from the earlier") and ("from the later") are Latin phrases used in philosophy to distinguish types of knowledge, justification, or argument by their reliance on empirical evidence or experience. knowledge is independent from current ...
''. In this case, simply choose ''X'' to be any Brownian motion \hat and define \tilde by :\tilde_t = \int_0^t \sgn \big( \hat_s \big) \, \mathrm \hat_s = \int_0^t \sgn \big( X_s \big) \, \mathrm X_s, i.e. :\mathrm \tilde_t = \sgn (X_t) \, \mathrm X_t. Hence, :\mathrm X_t = \sgn (X_t) \, \mathrm \tilde_, and so ''X'' is a weak solution of the Tanaka equation. Furthermore, this solution is weakly unique, i.e. any other weak solution must have the same
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. Another counterexample of this type is Tsirelson's stochastic differential equation.


References

* {{cite book , last = Øksendal , first = Bernt K. , authorlink = Bernt Øksendal , title = Stochastic Differential Equations: An Introduction with Applications , edition = Sixth , publisher=Springer , location = Berlin , year = 2003 , isbn = 3-540-04758-1 (Example 5.3.2) Stochastic differential equations