Books and Edited Books
-
M. Li and P.M.B. Vitanyi,
Description Complexity and Applications,
China Science Press, Beijing, China, 1998
(in Chinese).
-
M. Li and P.M.B. Vitanyi,
An Introduction to Kolmogorov Complexity
and its Applications,
Springer-Verlag, New York,
Second Edition, 1997 (xx+637pp).
-
P.M.B. Vitanyi, Ed.,
Proc. 2nd European Conference on Computational Learning Theory,
EuroCOLT'95, Lecture Notes in Artificial Intelligence
(A subseries of Lecture Notes in Computer Science),
Volume 904, Springer-Verlag, Heidelberg, 1995.
Journal Articles
-
A.R. Cohen and P.M.B. Vitanyi, The cluster structure function,
IEEE Trans. Pattern Analysis and Machine Intelligence,
45:9(2023), 11309--11320. Also
arXiv:2201.01222, https://doi.org/10.48550/arXiv.2201.0122
-
R.L. Cilibasi and P.M.B. Vitanyi, Fast phylogeny of
SARS-CoV-2 by compression, Entropy 24:4(2022) 439. https://doi.org/10.3390/e24040439
-
A.R. Cohen and P.M.B. Vitanyi, Web similarity in sets of search terms
using database queries, SN Computer Science (2020) 1:161
https://doi.org/10.1007/s42979-020-00148-5
-
P.M.B. Vitanyi, Exact Expression for Information Distance,
IEEE Trans. Inform. Theory, 63:8(2017), 4725-4728.
-
A.R.Cohen and P.M.B. Vitanyi, Web similarity, Submitted.
-
A.R.Cohen and P.M.B. Vitanyi, Normalized Compression Distance of Multisets
with Applications,
IEEE Trans. Pattern Analysis and Machine Intelligence,
Machine Intelligence, 37:8(2015), 1602--1614.
-
P.M.B. Vitanyi, N. Chater, Identification of Probabilities,
Journal of Mathematical Psychology, Volume 76, part A(2017), 13-24.
-
A.S. Hsu, N. Chater, P.M.B. Vitanyi,
Language learning from positive evidence, reconsidered:
A simplicity-based approach. Topics in Cognitive Science, 5:1(2013), 35-55.
-
P.M.B. Vitanyi, Similarity and denoising,
Philosophical Transactions of the Royal Society, A, 371(2013), 20120091,
http://dx.doi/org/10.1098/rsta.2012.0091
-
S. de Rooij, P. Vitanyi,
Approximating rate-distortion graphs of individual data: Experiments
in lossy compression and denoising, IEEE Trans. Comp., 61:3(2012), 395-407.
-
P.M.B. Vitanyi, Information distance in multiples, IEEE Trans.
Inform. Theory, 57:4(2011), 2451-2456.
-
R. Cilibrasi, P.M.B. Vitanyi,
A fast quartet tree heuristic for hierarchical clustering,
Pattern Recognition, 44 (2011) 662-677.
-
A.S. Hsu, N. Chater, P.M.B. Vitanyi, The probabilistic analysis of language
acquisition: Theoretical, computational, and experimental
analysis, Cognition, 120(2011), 380-390.
-
S.A. Terwijn, L. Torenvliet, and P.M.B. Vitanyi,
Nonapproximability of the Normalized Information Distance, J. Comput. System
Sciences, 77:4(2011), 738-742.
-
N.K. Vereshchagin and P.M.B. Vitanyi, Rate distortion and denoising of
individual data
using Kolmogorov complexity, IEEE Trans. Information Theory, 56:7(2010), 3438-34
54.
-
P. Adriaans, P.M.B. Vitanyi, Approximation of the two-part MDL code, IEEE Trans.
Inform. Theory, 55:1(2009), 444--457.
-
P.D. Gruenwald and P.M.B.Vitanyi, Algorithmic Information Theory,
pp. 281-320 in the Handbook of the Philosophy of Information}, P. Adriaans and
J. van Benthem, Eds., A volume in the Handbook of the Philosophy of Science,
D. Gabbay, P. Thagard, and J. Woods, Eds., North Holland, 2008.
-
N. Chater, P.M.B. Vitanyi,
`Ideal learning' of natural language:
Positive results about learning from positive evidence,
Journal of Mathematical
Psychology, 51:3(2007), 135-163.
-
R.L. Cilibrasi, P.M.B. Vitanyi, The Google Similarity Distance,
IEEE Trans. Knowledge and Data Engineering, 19:3(2007), 370-383.
-
P. Vitanyi, Asshuku ni Motozuita Hanyou na Ruijido Sokuteihou,
Surikagaku, No. 519, Sept. 2006, 54--59.
(Japanese, translated by O. Watanabe, English title:
Universal similarity based on compression.)
-
P. Vitanyi, Meaningful information,
IEEE Trans. Inform. Th., 52:10(2006), 4617 - 4626.
-
R. Cilibrasi, P.M.B. Vitanyi, Automatic meaning discovery
using Google, http://xxx.lanl.gov/abs/cs.CL/0412098 (2004).
-
P.D. Grunwald, P.M.B. Vitanyi,
Shannon Information and Kolmogorov complexity,
IEEE Trans. Information Theory, Submitted.
-
N.K. Vereshchagin and P.M.B. Vitanyi, Kolmogorov's Structure functions
and model selection, IEEE Trans. Inform. Theory, 50:12(2004), 3265- 3290.
-
R. Cilibrasi, P.M.B. Vitanyi,
Clustering by compression,
IEEE Trans. Inform. Theory, 51:12(2005), 1523- 1545.
Also http://xxx.lanl.gov/abs/cs.CV/0312044
(2003).
-
R. Cilibrasi, P.M.B. Vitanyi, R. de Wolf,
Algorithmic clustering of music based on string compression,
Computer Music J.,
28:4(2004), 49-67.
-
M. Li, X. Chen, X. Li, B. Ma, P.M.B. Vitanyi,
The similarity metric,
IEEE Trans. Inform. Th., 50:12(2004), 3250- 3264.
-
P.D. Grunwald and P.M.B. Vitanyi,
Kolmogorov complexity and information theory. With an interpretation
in terms of questions and answers. J. Logic, Language, and Information,
12:4(2003), 497--529.
-
N. Chater, P.M.B. Vitanyi,
The generalized universal law of generalization,
Journal of Mathematical
Psychology, 47:3(2003), 346--369.
-
M. Li, J. Tromp and P.M.B. Vitanyi, Sharpening Occam's razor,
Information Processing Letters, 85:5(2003), 267--274.
-
N. Chater and P. Vitanyi,
Simplicity: A unifying principle in cognitive science? Trends in
Cognitive Sciences, 7:1(2003), 19--22.
-
N. Chater, P.M.B. Vitanyi, N. Steward,
Universal generalization and universal inter-item confusability,
Behavior and Brain Sciences, 24:4(2001), 559--660.
-
P. Gacs, J. Tromp, P. Vitanyi, Algorithmic statistics,
IEEE Trans. Inform. Theory, 47:6(2001), 2443-2463.
-
Q. Gao, M. Li and P.M.B. Vitanyi,
Applying MDL to learning best model granularity,
Artificial Intelligence, 121:1-2(2000), 1--29.
-
P.M.B. Vitanyi and M. Li,
Minimum Description Length Induction, Bayesianism,
and Kolmogorov Complexity,
IEEE Trans. Inform. Theory, IT-46:2(2000), 446--464.
-
P.M.B. Vitanyi,
A discipline of evolutionary programming,
{\em Theoret. Comp. Sci.},
241:1-2 (2000), 3--23.
-
C.H. Bennett, P. Gacs, M. Li, P.M.B. Vitányi, and W. Zurek,
Information Distance,
IEEE Trans. Inform. Theory, IT-44:4(1998) 1407--1423.
-
M. Li and P.M.B. Vitanyi, Reversibility and adiabatic computation:
trading time and space for energy, Proc. Royal Society of
London, Series A, 452(1996), 769-789.
Section 3.1 and especially Theorem 2 form the basis and is a forerunner of the paper ``Information Distance'' above.
-
W. Kirchherr, M. Li and P.M.B. Vit\'anyi,
The miraculous universal distribution,
``Mathematical Intelligencer,'' 19:4(1997), 7--15.
-
M. Li and P.M.B. Vitanyi,
Inductive reasoning and Kolmogorov
complexity,
J. Comp. System Sciences, 44:2(1992), 343-384.
-
M. Li and P.M.B. Vitanyi,
Learning simple concepts
under simple distributions,
SIAM. J. Computing, 20:5(1991), 911-935.
-
M. Li and P.M.B. Vitanyi, Kolmogorovskaya slozhnost':
dvadsat' let spustia,
Uspekhi Mat. Nauk
,
43:6 (1988), pp. 129-166.
(=
Russian Mathematical Surveys
)
Translated from the original English into Russian by A.Kh. Shen and
N.K. Vereshchagin.
Conference Articles
-
P.M.B. Vitanyi, Information Distance: New Developments,
(Extended Abstract) pp. 71-74 in: Proc. 4th Workshop on
Information Theoretic Methods
in Science and Engineering (WITSME 2011), Series of Publications C, Report C-2011-45, Department of Computer Science, University of Helsinki, 2011.
-
P.M.B. Vitanyi, Compression-based Similarity. In Proc. IEEE 1st Int. Conf. Data
Compression, Communication and Processing, Palurno, Italy, June 21-24, 2011,
111--118.
-
P. Adriaans, P.M.B. Vitanyi,
The power and perils of MDL,
Proc. IEEE Intn'l Symp. Information Theory (ISIT), Nice, France,
24-29 June, 2007,
2216-2220.
-
R. Cilibrasi, P.M.B. Vitanyi,
Automatic extraction of meaning from the web,
Proc. IEEE Intn'l Symp. Information Theory (ISIT), Seattle, Wash. USA, 2006, 2309-2313.
-
N.K. Vereshchagin, P.M.B. Vitanyi,
Algorithmic rate-distortion function,
Proc. IEEE Intn'l Symp. Information Theory (ISIT), Seattle, Wash. USA, 2006, 798-802.
-
C. Costa Santos, J. Bernardes, P. Vitanyi, L. Antunes,
Clustering fetal
heart rate tracings by compression, Proc. 19th IEEE Symp.
Computer-Based Medical Systems, 2006, 685-690.
-
R. Cilibrasi, P.M.B. Vitanyi,
Similarity of objects and the meaning of words,
Proc. 3rd Conf. Theory and Applications of Models of Computation
(TAMC), J.-Y. Cai, S. B. Cooper, and A. Li (Eds.),
Lecture Notes in Computer Science, Vol. 3959,
Springer-Verlag, Berlin, 2006, 21--45.
-
R. Cilibrasi, P.M.B. Vitanyi,
A New Quartet Tree Heuristic for Hierarchical Clustering,
EU-PASCAL Statistics and Optimization of Clustering Workshop,
5-6 Juli 2005, London, UK.
-
P.M.B. Vitanyi, Universal Similarity,
Proc. ITW2005 - IEEE ITSOC Information Theory Workshop 2005
on Coding and Complexity,
29th Aug. - 1st Sept., 2005, Rotorua, New Zealand.
-
N.K. Vereshchagin, P.M.B. Vitanyi, Algorithmic rate-distortion theory,
http://arxiv.org/abs/cs.IT/0411014, Submitted.
-
R. Cilibrasi, R. de Wolf, P. Vitanyi, Algorithmic clustering of music,
Proc IEEE 4th International Conference on Web Delivering of Music
(WEDELMUSIC 2004), IEEE Comp. Soc. Press, 2004, 110-117.
-
N. Vereshchagin and P. Vitanyi, Kolmogorov's Structure Functions
with an Application to the Foundations of
Model Selection, Proc. 47th IEEE Symp. Found. Comput. Sci. (FOCS'02),
2002, 751-760.
Full version
click here.
-
P.M.B. Vitanyi,
Meaningful information,
Proc. 13th International Symposium on Algorithms and Computation (ISAAC),
Lecture Notes in Computer Science, Vol 2518 Springer-Verlag, Berlin, 2002,
588--599.
-
Ming Li, Xin Chen, Xin Li, Bin Ma, Paul Vitanyi,
The similarity metric,
Proc. 14th ACM-SIAM Symp. Discrete Algorithms (SODA), 2003.
-
M. Li, J. Tromp and P.M.B. Vitanyi, Sharpening Occam's razor,
Proc. 8th Intn'l Conf. Computing and Combinatorics (COCOON),
Lecture Notes in Computer Science, Vol. 2387, Springer-Verlag,
Berlin, 2002, 411-419.
-
P. Gacs, J. Tromp, P. Vitanyi, Towards and algorithmic statistics,
Proc. ALT 2000, Lecture Notes in Artificial
Intelligence, Vol. 1968, Springer-Verlag, Berlin, 2000, 41-55.
-
P.M.B. Vitanyi and M. Li,
On Prediction by Data Compression,
Proc. 9th European Conference on Machine Learning,
Lecture Notes in Artificial Intelligence, Vol. 1224,
Springer-Verlag, Heidelberg, 1997, 14-30.
-
P.M.B. Vitanyi, Genetic fitness optimization using rapidly mixing
Markov chains, Proc. 7th Int'nl Workshop on Algorithmic Learning Theory,
Lecture Notes in Artificial Intelligence, Vol. 1160, Springer-Verlag,
Heidelberg, 1996, 67-82.
-
P.M.B. Vitanyi and M. Li,
Ideal MDL and Its Relation To Bayesianism,
Proc. ISIS: Information, Statistics and Induction in Science
World Scientific, Singapore, 1996, 282-291.
-
M. Li and P.M.B. Vitanyi, Inductive Reasoning, pp. 127-148 in
Language Computations;
Proc. DIMACS Workshop on Human Language, March 20-22, 1992,
DIMACS Series in Discrete Mathematics and Theoretical
Computer Science, Volume 17,
E.S. Ristad, Ed., American Math. Society, 1994.
-
G. te Brake, J.N. Kok, and P.M.B. Vitanyi,
Model selection for neural networks: comparing MDL and NIC.
In: Proc. European
Symposium on Artificial Neural Networks, Brussels, April 20-22, 1994.
-
M. Li, Q. Gao and P.M.B. Vitanyi,
Recognizing on-line handwritten characters using MDL,
Proc. 1993 IEEE Information Theory Workshop,
Japan, 1993, 24-25.
Manuscript (full version)
-
C.H. Bennett, P. Gacs, M. Li, P.M.B. Vitányi, and W. Zurek,
Thermodynamics of Computation and Information Distance, In:
Proc. 25th ACM Symp. Theory of Comput., 1993, 21-30.
-
M. Li and P.M.B. Vitanyi, Theories of Learning,
In: Proc. Intern. Conf. of Young Computer Scientists,
Beijing, China, 1993.
-
M. Li and P.M.B. Vitanyi, Philosophical issues in Kolmogorov
complexity, pp. 1-16 in: Proc. International Colloquium on Automata,
Languages and Programming, Lecture Notes in Computer Science,
Vol. 623, Springer Verlag, Berlin, 1992.
-
M. Li and P.M.B. Vitanyi, A brief introduction to
Kolmogorov complexity and its applications,
in: Chinese Mathematics into the 21st Century,
Wu Wen-tsun and Cheng Min-de, Eds, Peking University Press,
Peking, China, 1991, pp. 67-84.
-
M. Li and P.M.B. Vitanyi,
A theory of learning simple concepts
under simple distributions
Proc. 2nd ACM Workshop
on Computational Learning Theory, 1989, p. 386.
-
M. Li and P.M.B. Vitanyi,
Two applications of the universal
distribution
,
Proc. 1990 AAAI Spring Symposium Series: The Theory
and Application of Minimum Length Coding, 1990.
-
M. Li and P.M.B. Vitanyi,
A theory of learning simple concepts
under simple distributions and average case complexity
for the universal distribution
,
Proc. 30th IEEE Symposium on Foundations of Computer Science,
1989, pp. 34-39.
-
M. Li and P.M.B. Vitanyi,
Inductive reasoning and Kolmogorov
complexity
, Proc. 4th IEEE Structure in Complexity Theory
Conference, 1989, pp. 165-185.
-
M. Li and P.M.B. Vitanyi, Two Decades of applied Kolmogorov
Complexity: In memoriam Andrei Nikolaevich Kolmogorov 1903 - 1987.
In:
Proc. 3rd IEEE Structure in Complexity Theory Conference
,
Washington D.C., 1988, pp. 80-101.
Book Articles
-
R.L. Cilibrasi and P.M.B. Vitanyi, Normalized Web Distance and Word Similarity,
Chapter 13 (pp. 293-314) in: Handbook of Natural Language Processing, Second Edition, Nitin Indurkhya and Fred J. Damerau Eds., Machine Learning and Pattern Recognition Series, Chapman & Hall \ CRC Press, Taylor and Francis Group, Boca Raton, FL, 2010, ISBN 978-1420085921.
-
P.M.B. Vitanyi, F.J. Balbach, R.L. Cilibrasi, M. Li,
Normalized information distance, pp. 45-82 in: Information Theory and
Statistical Learning, Eds. F. Emmert-Streib and M. Dehmer, Springer-Verlag,
New-York, 2008.
-
M. Li, P. Vitanyi,
Applications of Algorithmic Information Theory,
http://www.scholarpedia.com/article/Applications_of_Algorithmic_Information_Theory
-
P.M.B. Vitanyi,
Algorithmic statistics and Kolmogorov's Structure Functions.
Pp. 151--174 in: Advances in Minimum Description Length: Theory and
Applications, P.D. Grunwald, I.J. Myung, and M.A. Pitt, Eds,
MIT Press, 2005.
-
P. Vitanyi and M. Li,
Simplicity, Information, Kolmogorov Complexity, and Prediction,
pp 135--155 in: Simplicity, Inference and Modelling, Arnold Zellner,
Hugo A. Keuzenkamp, and Michael McAleer,
Eds., Cambridge University Press, Cambridge, UK,
2001/2002.
-
M. Li and P.M.B. Vitanyi,
Computational Machine Learning in Theory and
Praxis. In: `Computer Science Today',
J. van Leeuwen, Ed., Lecture Notes in Computer Science,
Vol. 1000, Springer Verlag, Heidelberg, 1995, 518-535.
-
P.M.B. Vitanyi, Randomness.
In: `Matematica, Logica, Informatica' Volume 12 of the
Storia del XX Secolo, to be
published by the Instituto della Enciclopedia Italiana.
-
P.M.B. Vitanyi,
Randomness.
In A.~Schrijver and N.~Temme K.R.~Apt, editor, From Universal
morphisms to megabytes: a Baayen space Odyssey,
pages 627--642 CWI, Amsterdam, 1994.
-
M. Li and P.M.B. Vitanyi, Kolmogorov complexity and its
applications, Japanese version, Chapter IV in:
Handbook for Theoretical Computer Science,
(J. van Leeuwen, Editor), Maruzen Publishing Co.,
Oyama, Japan, 1994. Translation from the original
English into Japanese by O. Watanabe.
-
M. Li and P.M.B. Vitanyi, Kolmogorov complexity and its
applications, pp. 187-254 (Chapter IV) in:
Handbook for Theoretical Computer Science,
(J. van Leeuwen, Editor), Elsevier/MIT Press, 1990.
(Also translated in Japanese by O. Watanabe,
and into Russian by A.Kh. Shen and N.K. Vereshchagin.)
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at CWI