Solomonoff's theory of inductive inference proves that, under its common sense assumptions (axioms), the best possible scientific model is the shortest...
17 KB (2,113 words) - 12:48, 24 June 2025
information to describe the polynomial. Solomonoff's theory of inductive inference is also inductive inference. A bit string x is observed. Then consider...
43 KB (8,027 words) - 03:30, 19 July 2024
Algorithmic probability (redirect from Solomonoff distribution)
by Ray Solomonoff in the 1960s. It is used in inductive inference theory and analyses of algorithms. In his general theory of inductive inference, Solomonoff...
20 KB (2,734 words) - 09:34, 13 April 2025
receiving increasingly small probabilities. Solomonoff founded the theory of universal inductive inference, which is based on solid philosophical foundations...
23 KB (3,038 words) - 10:31, 25 February 2025
Machine learning (redirect from List of open-source machine learning software)
paradigm List of datasets for machine-learning research M-theory (learning framework) Machine unlearning Solomonoff's theory of inductive inference – Mathematical...
140 KB (15,560 words) - 04:26, 15 July 2025
Kolmogorov complexity (redirect from Algorithmic complexity theory)
structure function Levenshtein distance Manifold hypothesis Solomonoff's theory of inductive inference Sample entropy However, an s with K(s) = n need not exist...
60 KB (7,894 words) - 05:27, 7 July 2025
detail in the article on the naïve Bayes classifier. Solomonoff's Inductive inference is the theory of prediction based on observations; for example, predicting...
71 KB (9,390 words) - 13:21, 13 July 2025
expected value Rule of succession – Formula in probability theory Solomonoff's theory of inductive inference – Mathematical theory Sunrise problem – Problem...
33 KB (4,396 words) - 23:32, 30 May 2025
Simplicity theory Shannon's source coding theorem – Establishes the limits to possible data compression Solomonoff's theory of inductive inference – Mathematical...
24 KB (2,782 words) - 10:52, 29 June 2025
Minimum description length (category Algorithmic information theory)
principle and it is closely related to Solomonoff's theory of inductive inference, which is that the best model of a data set is represented by its shortest...
21 KB (2,932 words) - 10:53, 24 June 2025
analogy, and causal inference. There are also differences in how their results are regarded. A generalization (more accurately, an inductive generalization)...
67 KB (8,635 words) - 14:15, 16 July 2025
Occam's razor (redirect from Principle of economy of hypothesis)
entities for inferences to unknown entities." Around 1960, Ray Solomonoff founded the theory of universal inductive inference, the theory of prediction...
94 KB (10,904 words) - 15:44, 16 July 2025
Algorithmic probability, a universal choice of prior probabilities in Solomonoff's theory of inductive inference Algorithmic complexity (disambiguation) This...
1 KB (162 words) - 20:27, 17 April 2018
16 (2): 264–280. doi:10.1137/1116025. Solomonoff, Ray (March 1964). "A Formal Theory of Inductive Inference Part 1". Information and Control. 7 (1):...
8 KB (865 words) - 00:46, 24 March 2025
Learning (redirect from Types of learning)
information theory restatement of Occam's Razor Occam's razor – Philosophical problem-solving principle Solomonoff's theory of inductive inference – Mathematical...
79 KB (9,949 words) - 23:39, 30 June 2025
Explanatory power (category Concepts in the philosophy of science)
(Solomonoff's theory of inductive inference) Recently, David Deutsch proposed that theorists should seek explanations that are hard to vary. A theory or...
4 KB (476 words) - 18:26, 28 December 2023
Webpage on Recursion Theory Course at Graduate Level with approximately 100 pages of lecture notes German language lecture notes on inductive inference...
54 KB (6,414 words) - 03:45, 30 May 2025
in Solomonoff's theory of inductive inference. Constructing objective priors have been recently introduced in bioinformatics, and specially inference in...
43 KB (6,753 words) - 20:06, 15 April 2025
N-universes Problem of induction Solomonoff's theory of inductive inference – an information theory viewpoint Historically, Goodman used "V-E day" and...
30 KB (3,876 words) - 19:24, 12 April 2025
length Solomonoff's theory of inductive inference Gorban, A. N.; Tyukin, I. Y. (2018). "Blessing of dimensionality: mathematical foundations of the statistical...
8 KB (631 words) - 18:23, 23 June 2025
Ladders Soft independent modelling of class analogies Soft output Viterbi algorithm Solomonoff's theory of inductive inference SolveIT Software Spectral clustering...
39 KB (3,385 words) - 07:36, 7 July 2025
Artificial intelligence (redirect from The Theory of Artificial Intelligence)
– via std.com, pdf scanned copy of the original. Later published as Solomonoff, Ray (1957). "An Inductive Inference Machine". IRE Convention Record....
284 KB (28,951 words) - 00:51, 17 July 2025
Solomonov is a surname, it may refer to: Solomonoff induction or Inductive inference, a theory of predicting based on observations Doina Furcoi Solomonov...
311 bytes (68 words) - 23:40, 25 September 2010
Counterinduction (category Inductive fallacies)
descriptions of redirect targets Law of large numbers – Averages of repeated trials converge to the expected value Solomonoff's theory of inductive inference – Mathematical...
2 KB (314 words) - 13:45, 16 November 2023
Sequence learning (section Types of sequence learning)
see Inductive reasoning and Problem of induction. For a theoretical computer-science perspective, see Solomonoff's theory of inductive inference and Inductive...
15 KB (1,974 words) - 21:14, 25 October 2023
computational model of surprise". Topics in Cognitive Science, 11 (1), 103-118. Solomonoff, R. J. (1964). "A Formal Theory of Inductive Inference. Information...
6 KB (622 words) - 10:10, 27 May 2025
Universality probability (category Theory of computation)
History of randomness Incompleteness theorem Inductive inference Kolmogorov complexity Minimum message length Solomonoff's theory of inductive inference *Dowe...
10 KB (1,107 words) - 21:54, 26 May 2025
containment hierarchy of classes of formal grammars that generate formal languages. Solomonoff, R.J. (1964). "A formal theory of inductive inference. Part II". Information...
7 KB (665 words) - 11:02, 19 June 2024
Concept learning (category Learning theory (education))
Recognition: Human and Mechanical. New York: Wiley. Solomonoff, R. J. (1964). "A formal theory of inductive inference. Part I". Information and Control. 7 (1):...
33 KB (4,191 words) - 01:27, 26 May 2025
are also subject to Rice's theorem. Solomonoff, Ray, "A Preliminary Report on a General Theory of Inductive Inference", Report V-131, Zator Co., Cambridge...
2 KB (326 words) - 16:45, 28 May 2022