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Answers for “当样本空间是有限或可数时,西格玛代数应该包含什么?”

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When the sample space Ω\Omega is finite or countable, a suitable sigma-algebra should typically contain all singletons, meaning sets of the form {x}\{x\} for every x∈Ωx \in \Omega. This allows probabilities to be assigned to all individual outcomes.

Conditions: Ω\Omega is finite or countable.; The goal is to assign probabilities to individual outcomes.

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Finite unions are not enough because many natural events in probability involve infinitely many outcomes. A sigma-algebra must be closed under countable unions to ensure that events formed by collecting infinitely many individual outcomes remain measurable.

Conditions: The sample space may be countably infinite.; Events of interest may require combining infinitely many outcomes.

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A sigma-algebra is closed under countable intersections because any countable intersection can be rewritten in terms of complements and countable unions using De Morgan's law. Since a sigma-algebra is already closed under complements and countable unions, it must also be closed under countable intersections.

Conditions: Each Ak∈FA_k \in \mathcal{F}.; F\mathcal{F} is closed under complements and countable unions.