Let be a probability space, let be a measure-preserving transformation, and let . The Birkhoff ergodic theorem asserts that
for almost every , where is the invariant sigma-algebra. The limit is integrable, satisfies almost everywhere, and has . On a probability space the convergence also holds in . No invertibility of is required.
If is ergodic, its invariant sigma-algebra is trivial modulo null sets, so its conditional expectation is constant. In that case the concise form is
Identify the circle group with modulo its endpoints, and let be normalized Lebesgue measure. We first check invariance. On the th inverse branch, for . For an integrable function , substitution gives
In particular, testing indicator functions shows that the integer multiplication map on the circle preserves .
To prove ergodicity, let be a measurable set with and put . Then almost everywhere. Its Fourier coefficients are
Using invariance of and substituting separately on the same branches gives
In the last line, the finite geometric series of th roots of unity is zero unless divides , when it equals . For any nonzero integer , divide repeatedly by until the resulting integer is no longer divisible by . The recurrence then implies .
Since the Fourier basis is a complete orthonormal basis of , the absence of every nonconstant Fourier coefficient implies almost everywhere. An indicator function takes only the values zero and one, so must be zero or one. This proves
Outside the countable set of dyadic rational numbers, the binary expansion is unique. Multiplication by two modulo one deletes the first binary digit, so
Let . By part (b), the doubling map is a measure-preserving transformation and is ergodic for Lebesgue measure. Applying the Birkhoff ergodic theorem to this indicator function gives
for almost every . The dyadic rationals have Lebesgue measure zero, so the choice of their two possible binary expansions does not affect the conclusion. Thus the limiting frequency of the digit one is almost everywhere.

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