Information and Randomness: An Algorithmic Perspective - download pdf or read online

By Cristian S. Calude

ISBN-10: 3662030497

ISBN-13: 9783662030493

ISBN-10: 3662030519

ISBN-13: 9783662030516

"Algorithmic info idea (AIT) is the results of placing Shannon's details idea and Turing's computability idea right into a cocktail shaker and shaking vigorously", says G.J. Chaitin, one of many fathers of this conception of complexity and randomness, that is sometimes called Kolmogorov complexity. it truly is proper for good judgment (new gentle is shed on G"del's incompleteness results), physics (chaotic motion), biology (how most probably is existence to seem and evolve?), and metaphysics (how ordered is the universe?). This publication, taking advantage of the author's examine and educating event in Algorithmic info concept (AIT), will help to make the distinctive mathematical recommendations of AIT obtainable to a much broader viewers.

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Extra info for Information and Randomness: An Algorithmic Perspective

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14. One has: #{x E Am Proof Put Y1 Y2 n Pr I X is a free-string} ::; = {x E {x {x Am E Am E Am n Pr - 1 IX Qm-cp(k+l) - 1. is a free-string}, 1 ) I X is a free-string} is a free-string and Xr

R. E. Instantaneous Codes min{lyll y min{lyll y E A*,D(y,v*) = x} E A*,Pc(xjv) > QHyl} min{lyll y E A*, Iyl ::::: 1 -lgQPc(xjv)} 1 - 19QPc(xjv). 10) can now be derived from the Invariance Theorem. o Remark. In view of the relations L = Q-1 PD(x) Q-n, nEN", it follows that PD(x) < Pc(x) and PD(xjy) < Pc(xjy). 20. 11) P(xjy) ::::: Q-c Pc(xjy). 10)). It follows that Pc(x) :::; Pc(xjy) :::; Qc-H(x), Qc-H(x/ y ). 29 (with C = U) we get: Q-c Pc(x) Q-c Pc(xjy) :::; :::; Q-H(x) :::; P(x), Q-H(x/ y ) :::; P(xjy).

For every natural n define the string sen) = 1a(n,n). a) For every n E N, K(s(n)) = K(string(n)) + 0(1). b) There is no primitive recursive function f : N -+ N such that f(K(s(n))) 2 a(n,n). 3. Fix a letter a E A. Show that there exists a constant c > 0 such that K(a n In) ~ c, for all natural n, but K(a n ) 2 logn - c, for infinitely many n. 4. Show that there exists a natural c such that for all x E CP, H(x) < Ixl + c. ) 5. (Chaitin) Show that the complexity of a LISP S-expression is bounded from above by its size + 3.

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Information and Randomness: An Algorithmic Perspective by Cristian S. Calude


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