Probability theory and stochastic processes Definition
Absorbing Markov chain
Builds on Markov chainTransition matrixChapman–Kolmogorov equation
Definition
Let be a time-homogeneous Markov chain with transition matrix on a state space . A state is absorbing if . A state that is not absorbing is transient. The chain is an absorbing Markov chain if it has at least one absorbing state and each state can reach an absorbing state. That is, for each there are an absorbing state and an with .
Remarks
For a finite absorbing chain, write in the canonical form with the transient states first: . The fundamental matrix is . The entry is the expected number of visits to the transient state , starting from the transient state . The expected number of steps before absorption from is the -th entry of , where is the column vector of ones. The absorption probabilities are the entries of . A finite absorbing chain reaches an absorbing state with probability .
Reading path
To understand this page from the ground up, read these 61 pages in order. The foundations come first.
- Construction of the reals from Cauchy sequences concept
- Element definition
- Integers object
- Ordered field definition
- Proposition concept
- Random experiment concept
- Rational numbers object
- Real numbers object
- Set definition
- Ring of integers statement
- Conjunction definition
- Disjunction definition
- Implication definition
- Predicate definition
- Empty set object
- Family of sets definition
- Ordered pair definition
- Intersection definition
- Union definition
- Sample space definition
- The rationals form a field statement
- Existential quantifier definition
- Universal quantifier definition
- Disjoint sets definition
- Cartesian product definition
- Subset definition
- Union of a family of sets definition
- The rationals form an ordered field statement
- Uniqueness quantifier definition
- Universal set definition
- Binary relation definition
- Partition of a set definition
- Order on the reals definition
- Power set definition
- Complement definition
- Function definition
- Interval definition
- Injective function definition
- Preimage of a set definition
- Sigma-algebra definition
- Countable set definition
- Event definition
- Borel sigma-algebra definition
- Probability axioms concept
- Probability measure definition
- Probability space definition
- Conditional probability definition
- Random variable definition
- Independence of two events definition
- Discrete random variable definition
- Stochastic process concept
- Law of total probability statement
- Random variable with a density definition
- Conditional independence definition
- Expected value definition
- Conditional expectation definition
- Markov property definition
- Markov chain definition
- Transition matrix definition
- Chapman–Kolmogorov equation statement
- Absorbing Markov chain definition
Further reading
- Web https://en.wikipedia.org/wiki/Absorbing_Markov_chain, Formal definition
About this page
| Tag | 0YB93GWTKK |
|---|---|
| URI | m2://0YB93GWTKK |
| Kind | definition |
| Writing | W0 stub |
| MSC | 60J10 |
| Defines | Absorbing Markov chain |
| Uses | Markov chain, Transition matrix, Chapman–Kolmogorov equation |
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