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Answers for “为什么博雷尔西格玛代数是连续概率中的标准选择?”

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The Borel sigma-algebra is the standard choice in continuous probability because there exists a unique probability measure on B([0,1])\mathcal{B}([0,1]) that assigns to each half-open interval (a,b](a,b] its exact length b−ab-a. This measure, known as Lebesgue measure, corresponds to the uniform distribution and avoids the non-measurability issues of the power set.

Conditions: The context is the continuous setting.; The measure is defined on B([0,1])\mathcal{B}([0,1]).; The endpoint condition is 0≤a≤b≤10 \leq a \leq b \leq 1.

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.