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Answers for “为什么我们不能使用幂集作为连续均匀分布的西格玛代数?”

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Understand why

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We cannot use the power set as the sigma-algebra for a continuous uniform distribution on [0,1][0,1] because there is no function defined on all subsets of [0,1][0,1] that can simultaneously satisfy the length property, countable additivity, and translation invariance (assuming the axiom of choice).

Conditions: The sample space is Ω=[0,1]\Omega = [0,1].; We assume the axiom of choice.; The measure must satisfy length, countable additivity, and translation invariance.

Find a method

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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.

Meet the concept

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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.