Lagmental Vicfred

The Law of Total Expectation Averages Conditional Means by Vicfred

Last updated: Thu 02 April 2026

Conditional expectation may be computed on each part of a partition and then averaged. The example is deliberately concrete; it is a test of the statement, not a substitute for it.

Start locally

A probability space \((\Omega,\mathcal F,\mathbf P)\) separates outcomes, measurable events, and their probabilities. A random variable \(X:\Omega\to\mathbf R\) must be measurable.

$$ \{H_i\}\ \text{a measurable partition} $$

I keep the defining relation \(\mathsf D\) above the derived relation \(\mathsf C\). This exposes whether cancellation used \(x\ne0\) and whether the conclusion is canonical.

$$ \mathbf E[X]=\sum_i\mathbf E[X\mid H_i]\mathbf P(H_i) $$

Compute before generalising

The computation below is not a second theorem. It is a checksum for the definitions and a place to inspect the difficult LaTeX at full size.

$$ \mathbf E[X]=\mathbf E\!\left[\mathbf E[X\mid\mathcal G]\right],\qquad\begin{array}{c}\mathcal G\subseteq\mathcal F\\X\in L^1\end{array} $$

The global view

The abstraction earns its keep by explaining why the same computation reappears. The notation compresses repeated reasoning without erasing the hypothesis that licenses it.

$$ \begin{aligned} \mathsf{D}\;&:\quad \{H_i\}\ \text{a measurable partition},\\[5pt] \mathsf{C}\;&:\quad \mathbf E[X]=\sum_i\mathbf E[X\mid H_i]\mathbf P(H_i). \end{aligned} $$

Edge conditions

Conditioning on a probability-zero event cannot be done by naïvely dividing. Conditional densities and regular conditional probabilities require additional structure.

$$ \boxed{\begin{gathered} \text{compact conclusion}\\[-2pt] \mathbf E[X]=\sum_i\mathbf E[X\mid H_i]\mathbf P(H_i) \end{gathered}} $$

A symbolic summary is trustworthy only because the example and limitation remain visible beside it. The box compresses the conclusion without hiding its origin.

This article was posted on Wed 30 April 2025. Facts and circumstances may have changed since publication.
Please contact me before jumping to conclusions if something seems wrong or unclear.