• Thumbnail for Kolmogorov complexity
    information theory (a subfield of computer science and mathematics), the Kolmogorov complexity of an object, such as a piece of text, is the length of a shortest...
    58 KB (7,565 words) - 20:43, 12 April 2025
  • kinds of Kolmogorov complexity are studied: the uniform complexity, prefix complexity, monotone complexity, time-bounded Kolmogorov complexity, and space-bounded...
    38 KB (4,498 words) - 06:11, 13 March 2025
  • Thumbnail for Andrey Kolmogorov
    mechanics, algorithmic information theory and computational complexity. Andrey Kolmogorov was born in Tambov, about 500 kilometers southeast of Moscow...
    31 KB (2,800 words) - 14:25, 26 March 2025
  • maximal Kolmogorov complexity. The Kolmogorov structure function of an individual data string expresses the relation between the complexity level constraint...
    17 KB (2,704 words) - 18:49, 21 April 2025
  • machine used to define Kolmogorov complexity, but any choice gives identical asymptotic results because the Kolmogorov complexity of a string is invariant...
    22 KB (2,576 words) - 21:36, 25 May 2024
  • Thumbnail for Turing test
    extended Turing test. or by tests which are completely derived from Kolmogorov complexity. Other related tests in this line are presented by Hernandez-Orallo...
    103 KB (12,541 words) - 16:40, 16 April 2025
  • that the Kolmogorov complexity is not computable. The proof by contradiction shows that if it were possible to compute the Kolmogorov complexity, then it...
    12 KB (1,622 words) - 04:59, 23 February 2025
  • The chain rule[citation needed] for Kolmogorov complexity is an analogue of the chain rule for information entropy, which states: H ( X , Y ) = H ( X...
    5 KB (771 words) - 04:41, 2 December 2024
  • for penalizing complexity in statistical inference. Papers have suggested a connection between Occam's razor and Kolmogorov complexity. One of the problems...
    94 KB (10,888 words) - 09:59, 31 March 2025
  • area. The field of Kolmogorov complexity and algorithmic randomness was developed during the 1960s and 1970s by Chaitin, Kolmogorov, Levin, Martin-Löf...
    54 KB (6,425 words) - 20:53, 17 February 2025
  • a space of outcomes Ω. Dembski's proposed test is based on the Kolmogorov complexity of a pattern T that is exhibited by an event E that has occurred...
    30 KB (3,965 words) - 04:24, 28 January 2025
  • algorithmic probability in 1960, publishing the theorem that launched Kolmogorov complexity and algorithmic information theory. He first described these results...
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  • program (that is, a computer program of small Kolmogorov complexity). Schmidhuber characterizes low-complexity art as the computer age equivalent of minimal...
    9 KB (1,013 words) - 11:58, 8 December 2024
  • {some\ c.e.} \ s\mathrm {-gale\ succeeds\ strongly\ on\ } X\}} . Kolmogorov complexity can be thought of as a lower bound on the algorithmic compressibility...
    11 KB (1,956 words) - 01:33, 14 July 2024
  • correct, for example if sequences of lower Kolmogorov complexity are more probable than sequences of higher complexity, then (as is observed in real life) some...
    15 KB (2,023 words) - 22:17, 4 December 2024
  • Thumbnail for Algorithmic probability
    probability is closely related to the concept of Kolmogorov complexity. Kolmogorov's introduction of complexity was motivated by information theory and problems...
    20 KB (2,734 words) - 09:34, 13 April 2025
  • Thumbnail for Per Martin-Löf
    that is shorter than the string (Chaitin–Kolmogorov randomness); i.e. a string whose Kolmogorov complexity is at least the length of the string. This...
    27 KB (2,874 words) - 10:20, 6 April 2025
  • V(x)=U(h(x))} . An optimal machine is a universal machine that achieves the Kolmogorov complexity invariance bound, i.e. for every machine V, there exists c such...
    53 KB (7,350 words) - 10:06, 29 March 2025
  • indeed, this result is used to define the concept of randomness in Kolmogorov complexity. It is provably impossible to create an algorithm that can losslessly...
    34 KB (4,155 words) - 04:20, 2 March 2025
  • Ingleton's inequality. Kolmogorov complexity satisfies essentially the same inequalities as entropy. Namely, denote the Kolmogorov complexity of a finite string...
    14 KB (2,469 words) - 06:01, 16 April 2024
  • An incompressible string is a string with Kolmogorov complexity equal to its length, so that it has no shorter encodings. The pigeonhole principle can...
    2 KB (302 words) - 13:53, 21 November 2023
  • For finite sequences, Kolmogorov defines randomness of a binary string of length n as the entropy (or Kolmogorov complexity) normalized by the length...
    9 KB (1,191 words) - 00:02, 21 August 2024
  • Thumbnail for Mutual information
    index of two different partitions of a set. Using the ideas of Kolmogorov complexity, one can consider the mutual information of two sequences independent...
    57 KB (8,730 words) - 09:58, 31 March 2025
  • Algorithmic Randomness and Complexity. Springer. Li, Ming; Vitányi, Paul (1997). An Introduction to Kolmogorov Complexity and Its Applications. Springer...
    18 KB (2,321 words) - 17:59, 13 April 2025
  • scientists, Abraham Lempel and Jacob Ziv. This complexity measure is related to Kolmogorov complexity, but the only function it uses is the recursive...
    10 KB (1,565 words) - 20:51, 22 February 2024
  • Thumbnail for NP (complexity)
    problems in computer science In computational complexity theory, NP (nondeterministic polynomial time) is a complexity class used to classify decision problems...
    21 KB (2,784 words) - 05:48, 1 May 2025
  • dependencies (whose source is not an i.i.d. random variable), the Kolmogorov complexity, which quantifies the minimal description length of an object, is...
    12 KB (1,881 words) - 01:33, 23 January 2025
  • be deployed in practice. It differs from the related concept of Kolmogorov complexity in that it does not require use of a Turing-complete language to...
    12 KB (1,397 words) - 02:27, 17 April 2025
  • the Kolmogorov complexity theory, named for Andrey Kolmogorov. One of the first uses of the incompressibility method with Kolmogorov complexity in the...
    21 KB (3,534 words) - 22:53, 14 November 2024
  • ingredients of the theory are the concepts of algorithmic probability and Kolmogorov complexity. The universal prior probability of any prefix p of a computable...
    17 KB (2,104 words) - 20:10, 21 April 2025