レイ・ソロモノフ
出典: フリー百科事典『ウィキペディア（Wikipedia）』 (2019/03/20 15:36 UTC 版)
レイ・ソロモノフ（Ray Solomonoff、1926年7月25日 - 2009年12月7日）[1][2]はアメリカの人工知能学者であり、アルゴリズム情報理論の創始者の1人[3]。また、algorithmic probability を考案し[4]、機械学習と予測と確率に基づく人工知能の分野を創始した。1956年、非意味論的機械学習についての論文を発表している[5]。
- ^ “Ray Solomonoff, 1926-2009”. The Third Conference on Artificial General Intelligence. 2012年9月14日閲覧。
- ^ Markoff, John (2010年1月9日). “Ray Solomonoff, Pioneer in Artificial Intelligence, Dies at 83”. The New York Times 2009年1月11日閲覧。
- ^ Vitanyi, P. "Obituary: Ray Solomonoff, Founding Father of Algorithmic Information Theory"
- ^ detailed description of Algorithmic Probability in Scholarpedia
- ^ a b (pdf scanned copy of the original)
- ^ Paper from conference on "Cerebral Systems and Computers", California Institute of Technology, Feb 8-11, 1960, cited in "A Formal Theory of Inductive Inference, Part 1, 1964, p. 1
- ^ Solomonoff, R., "A Preliminary Report on a General Theory of Inductive Inference", Report V-131, Zator Co., Cambridge, Ma. Feb 4, 1960, revision, Nov., 1960.
- ^ Solomonoff, R., "A Formal Theory of Inductive Inference, Part I" Information and Control, Vol 7, No. 1 pp 1-22, March 1964.
- ^ Solomonoff, R., "A Formal Theory of Inductive Inference, Part II" Information and Control, Vol 7, No. 2 pp 224-254, June 1964.
- ^ Induction: From Kolmogorov and Solomonoff to De Finetti and Back to Kolmogorov JJ McCall - Metroeconomica, 2004 - Wiley Online Library.
- ^ Foundations of Occam's razor and parsimony in learning from ricoh.com D Stork - NIPS 2001 Workshop, 2001
- ^ Occam's razor as a formal basis for a physical theory from arxiv.org AN Soklakov - Foundations of Physics Letters, 2002 - Springer
- ^ Beyond the Turing Test from uclm.es J HERNANDEZ-ORALLO - Journal of Logic, Language, and …, 2000 - dsi.uclm.es
- ^ Ming Li and Paul Vitanyi, An Introduction to Kolmogorov Complexity and Its Applications. Springer-Verlag, N.Y., 2008p 339 ff.
- ^ "An Exact Method for the Computation of the Connectivity of Random Nets", Bulletin of Mathematical Biophysics, Vol 14, p. 153, 1952.
- ^ An Inductive Inference Machine," IRE Convention Record, Section on Information Theory, Part 2, pp. 56-62.(pdf version)
- ^ "A Progress Report on Machines to Learn to Translate Languages and Retrieve Information", Advances in Documentation and Library Science, Vol III, pt. 2, pp. 941-953. (Proceedings of a conference in Sept. 1959.)
- ^ "A Preliminary Report on a General Theory of Inductive Inference,", 1960 p. 1
- ^ "A Preliminary Report on a General Theory of Inductive Inference,",1960, p. 17
- ^ "Complexity-based Induction Systems, Comparisons and convergence Theorems" IEEE Trans. on Information Theory Vol. IT-24, No. 4, pp.422-432, July,1978. (pdf version)
- ^ "The Universal Distribution and Machine Learning", The Kolmogorov Lecture, Feb. 27, 2003, Royal Holloway, Univ. of London. The Computer Journal, Vol 46, No. 6, 2003.
- ^ "The Application of Algorithmic Probability to Problems in Artificial Intelligence", in Kanal and Lemmer (Eds.), Uncertainty in Artificial Intelligence,, Elsevier Science Publishers B.V., pp 473-491, 1986.
- ^ Levin, L.A., "Universal Search Problems", in Problemy Peredaci Informacii 9, pp. 115-116, 1973
- ^ "The Time Scale of Artificial Intelligence: Reflections on Social Effects," Human Systems Management, Vol 5, pp. 149-153, 1985 (pdf version)
- ^ "Two Kinds of Probabilistic Induction," The Computer Journal, Vol 42, No. 4, 1999. (pdf version)
- ^ "Three Kinds of Probabilistic Induction, Universal Distributions and Convergence Theorems" 2008. (pdf version)
- ^ "The Discovery of Algorithmi Probability," Journal of Computer and System Sciences, Vol 55, No. 1, pp. 73-88 (pdf version)
[続きの解説]
「レイ・ソロモノフ」の続きの解説一覧
- 1 レイ・ソロモノフとは
- 2 レイ・ソロモノフの概要
- 3 確率と人工知能
- 4 晩年
- 5 参考文献
- レイ・ソロモノフのページへのリンク
