Conditional expectation and probability


Things I would like to re-derive for my own entertainment:

Conditioning in the sense of measure-theoretic probability. Kolmogorov formulation. Conditioning as Radon-Nikodym derivative. Clunkiness of definition due to niceties of Lebesgue integration.

H.H. Rugh’s answer is nice.