In
stochastic analysis, a part of the mathematical theory of
probability
Probability is a branch of mathematics and statistics concerning events and numerical descriptions of how likely they are to occur. The probability of an event is a number between 0 and 1; the larger the probability, the more likely an e ...
, a predictable process is a
stochastic process
In probability theory and related fields, a stochastic () or random process is a mathematical object usually defined as a family of random variables in a probability space, where the index of the family often has the interpretation of time. Sto ...
whose value is knowable at a prior time. The predictable processes form the smallest class that is closed under taking limits of sequences and contains all
adapted left-continuous processes.
Mathematical definition
Discrete-time process
Given a
filtered probability space , then a stochastic process
is ''predictable'' if
is
measurable with respect to the
σ-algebra for each ''n''.
Continuous-time process
Given a filtered probability space
, then a
continuous-time stochastic process is ''predictable'' if
, considered as a mapping from
, is measurable with respect to the σ-algebra generated by all left-continuous adapted processes.
This
σ-algebra
In mathematical analysis and in probability theory, a σ-algebra ("sigma algebra") is part of the formalism for defining sets that can be measured. In calculus and analysis, for example, σ-algebras are used to define the concept of sets with a ...
is also called the predictable σ-algebra.
Examples
* Every
deterministic process is a predictable process.
* Every continuous-time adapted process that is
left continuous is a predictable process.
See also
*
Adapted process
In the study of stochastic processes, a stochastic process is adapted (also referred to as a non-anticipating or non-anticipative process) if information about the value of the process at a given time is available at that same time. An informal int ...
*
Martingale
References
{{Stochastic processes
Stochastic processes