Dynkin system
Template:Short description A Dynkin system,[1] named after Eugene Dynkin, is a collection of subsets of another universal set satisfying a set of axioms weaker than those of [[Sigma algebra|Template:Sigma-algebra]]. Dynkin systems are sometimes referred to as Template:Lambda-systems (Dynkin himself used this term) or d-system.[2] These set families have applications in measure theory and probability.
A major application of Template:Lambda-systems is the Template:Pi-Template:Lambda theorem, see below.
Definition
Let be a nonempty set, and let be a collection of subsets of (that is, is a subset of the power set of ). Then is a Dynkin system if
- is closed under complements of subsets in supersets: if and then
- is closed under countable increasing unions: if is an increasing sequence[note 1] of sets in then
It is easy to check[note 2] that any Dynkin system satisfies:
- is closed under complements in : if then
- Taking shows that
- is closed under countable unions of pairwise disjoint sets: if is a sequence of pairwise disjoint sets in (meaning that for all ) then
- To be clear, this property also holds for finite sequences of pairwise disjoint sets (by letting for all ).
Conversely, it is easy to check that a family of sets that satisfy conditions 4-6 is a Dynkin class.[note 3] For this reason, a small group of authors have adopted conditions 4-6 to define a Dynkin system.
An important fact is that any Dynkin system that is also a [[Pi system|Template:Pi-system]] (that is, closed under finite intersections) is a [[Sigma algebra|Template:Sigma-algebra]]. This can be verified by noting that conditions 2 and 3 together with closure under finite intersections imply closure under finite unions, which in turn implies closure under countable unions.
Given any collection of subsets of there exists a unique Dynkin system denoted which is minimal with respect to containing That is, if is any Dynkin system containing then is called the Template:Em For instance, For another example, let and ; then
Sierpiński–Dynkin's π-λ theoremTemplate:Anchor
Sierpiński-Dynkin's Template:Pi-Template:Lambda theorem:[3] If is a [[Pi-system|Template:Pi-system]] and is a Dynkin system with then
In other words, the Template:Sigma-algebra generated by is contained in Thus a Dynkin system contains a Template:Pi-system if and only if it contains the Template:Sigma-algebra generated by that Template:Pi-system.
One application of Sierpiński-Dynkin's Template:Pi-Template:Lambda theorem is the uniqueness of a measure that evaluates the length of an interval (known as the Lebesgue measure):
Let be the unit interval [0,1] with the Lebesgue measure on Borel sets. Let be another measure on satisfying and let be the family of sets such that Let and observe that is closed under finite intersections, that and that is the Template:Sigma-algebra generated by It may be shown that satisfies the above conditions for a Dynkin-system. From Sierpiński-Dynkin's Template:Pi-Template:Lambda Theorem it follows that in fact includes all of , which is equivalent to showing that the Lebesgue measure is unique on .
Application to probability distributions
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See also
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Notes
References
Further reading
Template:PlanetMath attribution
- ↑ Dynkin, E., "Foundations of the Theory of Markov Processes", Moscow, 1959
- ↑ Template:Cite book
- ↑ Template:Cite web
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