Invariance Theorem

In algorithmic information theory, the invariance theorem, originally proved by Ray Solomonoff, states that a universal Turing machine provides an optimal means of description, up to a constant. Formally, for every machine M there exists a constant c such that for all binary strings x we have
C(x)=C_U(x) \leq C_M(x) + c.
This follows trivially from the definition of a universal Turing machine, taking c = l(<M>) as the length of the encoding of M. The invariance theorem holds likewise for prefix and conditional complexities.

 

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