Probability theory and stochastic processes Definition
Almost surely
Builds on Probability spaceEvent
Definition
Let be a probability space. An event happens almost surely if . More generally, a property of outcomes holds almost surely (a.s.) if an event of probability contains all outcomes where it fails.
Remarks
The property need not hold for all outcomes. In this sense, "almost surely" is weaker than "surely". Two random variables and are equal almost surely if . They then have the same law. A countable intersection of events that happen almost surely also happens almost surely. It is the probability form of "almost everywhere" in measure theory.
Reading path
To understand this page from the ground up, read these 29 pages in order. The foundations come first.
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- no evidence level
- Construction of the reals from Cauchy sequences concept
- Element definition
- Integers object
- Ordered field definition
- Proposition concept
- Random experiment concept
- Rational numbers object
- Set definition
- Ring of integers statement
- Disjunction definition
- Implication definition
- Predicate definition
- Union definition
- Sample space definition
- The rationals form a field statement
- Universal quantifier definition
- Subset definition
- The rationals form an ordered field statement
- Power set definition
- Universal set definition
- Order on the reals definition
- Complement definition
- Interval definition
- Sigma-algebra definition
- Event definition
- Probability axioms concept
- Probability measure definition
- Probability space definition
- Almost surely definition
Where this leads
13 pages build on this one.
- Almost sure convergence
- Strong law of large numbers
- Convergence of random variables
- Almost sure convergence implies convergence in probability
- Ergodic decomposition
- Koksma–Hlawka inequality
- Kingman's subadditive ergodic theorem
- Continuous mapping theorem
- Monte Carlo integration
- Slutsky's theorem
- Birkhoff's ergodic theorem
- Oseledets theorem
- Pesin theory
Further reading
- Web https://en.wikipedia.org/wiki/Almost_surely, Formal definition
About this page
| Tag | 0R46A1XY60 |
|---|---|
| URI | m2://0R46A1XY60 |
| Kind | definition |
| Writing | W1 stated |
| MSC | 60A05 |
| Defines | Almost surely |
| Uses | Probability space, Event |
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What this page needs for W2
- edge instance_of in: one example (0 of 1)
- edge not_instance_of in: one non-example that fails one clause (0 of 1)
The writing levels say how complete the text of a page is. They do not measure its truth.