Centre for Machine Learning

Research output

Research output per year 1985 1999 2003 2005 2006 2007 2008 2009 2010 2011 2012 2022 2024

• 196 Article
• 194 Conference contribution
• 82 Working paper
• 37 Chapter
• 94 More
  • 26 Paper
  • 13 Doctoral Thesis
  • 12 Book
  • 7 Abstract
  • 7 Editorial
  • 6 Other contribution
  • 5 Chapter (peer-reviewed)
  • 5 Other
  • 3 Comment/debate
  • 3 Patent
  • 2 Entry for encyclopedia/dictionary
  • 1 Anthology
  • 1 Foreword/postscript
  • 1 Book/Film/Article review
  • 1 Software
  • 1 Discussion paper

Research output per year

Research output per year

Search results

• 2007

  The Haar Wavelet Transform of a Dendrogram

  Murtagh, F., Jun 2007, In: Journal of Classification. 24, 1

  Research output: Contribution to journal › Article › peer-review

  File
  146 Downloads (Pure)
• 2006

  Criterion of calibration for transductive confidence machine with limited feedback

  Nouretdinov, I. & Vovk, V., 2 Nov 2006, In: Theoretical Computer Science. 364, 1, p. 39 7 p.

  Research output: Contribution to journal › Article › peer-review

• The sources of Kolmogorov's Grundbegriffe

  Shafer, G. & Vovk, V., Feb 2006, In: Statistical Science. 21, 1, p. 70-98 29 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  270 Downloads (Pure)

• Well-calibrated predictions from on-line compression models

  Vovk, V., 2 Nov 2006, In: Theoretical Computer Science. 364, 1, p. 10-26 17 p.

  Research output: Contribution to journal › Article › peer-review
• 2005

  Good randomized sequential probability forecasting is always possible

  Vovk, V. & Shafer, G., 2005, In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 67, 5, p. 747-763

  Research output: Contribution to journal › Article › peer-review

  File
  148 Downloads (Pure)

• How many strings are easy to predict?

  Kalnishkan, Y., Vovk, V. & Vyugin, M. V., 25 Aug 2005, In: Information and Computation. 201, 1, p. 55-71 17 p.

  Research output: Contribution to journal › Article › peer-review

  File
  42 Downloads (Pure)

• Plant promoter prediction with confidence estimation

  Shahmuradov, I. A., Solovyev, V. V. & Gammerman, A. J., 2005, In: Nucleic Acids Research. 33, 3, p. 1069-1076 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  69 Downloads (Pure)

• Prospective gene expression analysis accurately subtypes acute leukaemia in children and establishes a commonality between hyperdiploidy and t(12;21) in acute lymphoblastic leukaemia

  van Delft, F. W., Bellotti, T., Luo, Z., Jones, L. K., Patel, N., Yiannikouris, O., Hill, A. S., Hubank, M., Kempski, H., Fletcher, D., Chaplin, T., Foot, N., Young, B. D., Hann, I. M., Gammerman, A. & Saha, V., Aug 2005, In: British Journal of Haematology. 130, 1, p. 26-35

  Research output: Contribution to journal › Article › peer-review

• Qualified Predictions for Microarray and Proteomics Pattern Diagnostics with Confidence Machines

  Bellotti, T., Luo, Z., Gammerman, A., Van Delft, F. & Saha, V., 2005, In: International Journal of Neural Systems. 15, 4, p. 247-258

  Research output: Contribution to journal › Article › peer-review
• 2004

  A universal well-calibrated algorithm for on-line classification

  Vovk, V., Jun 2004, In: Journal of Machine Learning Research. 5, p. 575-604 30 p.

  Research output: Contribution to journal › Article › peer-review

• Loss functions, complexities, and the Legendre transformation

  Kalnishkan, Y., Vovk, V. & Vyugin, M. V., 17 Feb 2004, In: Theoretical Computer Science. 313, 2, p. 195-207 13 p.

  Research output: Contribution to journal › Article › peer-review

  File
  66 Downloads (Pure)

• PAC-learnability of Probabilistic Deterministic Finite State Automata

  Clark, A. & Thollard, F., 1 May 2004, In: Journal of Machine Learning Research. 5, p. 473-497 25 p.

  Research output: Contribution to journal › Article › peer-review
• 2003

  How many strings are easy to predict?

  Kalnishkan, Y., Vovk, V. & Vyugin, M. V., 2003, In: ALGORITHMIC NUMBER THEORY, PRCEEDINGS. 2777, p. 522-536 15 p.

  Research output: Contribution to journal › Article › peer-review

• Kolmogorov's contributions to the foundations of probability

  Vovk, V. & Shafer, G., 2003, In: Problems of Information Transmission. 39, p. 21-31 11 p.

  Research output: Contribution to journal › Article › peer-review

• PlantProm: a database of plant promoter sequences

  Shahmuradov, I. A., Gammerman, A. J., Hancock, J. M., Bramley, P. M. & Solovyev, V. V., 1 Jan 2003, In: Nucleic Acids Research. 31, 1, p. 114-117 4 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  File
  150 Downloads (Pure)

• Sequence alignment kernel for recognition of promoter regions

  Gordon, L., Chervonenkis, A. Y., Gammerman, A. J., Shahmuradov, I. A. & Solovyev, V. V., 12 Oct 2003, In: Bioinformatics. 19, 15, p. 1964-1971 8 p.

  Research output: Contribution to journal › Article › peer-review
• 2002

  General linear relations among different types of predictive complexity

  Kalnishkan, Y., 2002, In: Theoretical Computer Science. 271, 1-2, p. 181-200

  Research output: Contribution to journal › Article › peer-review

• Prediction algorithms and confidence measures based on algorithmic randomness theory

  Gammerman, A. & Vovk, V., 25 Sept 2002, In: Theoretical Computer Science. 287, 1, p. 209-217 9 p.

  Research output: Contribution to journal › Article › peer-review

• Text classification using string kernels

  Lodhi, H., Saunders, C., Shawe-Taylor, J., Cristianini, N. & Watkins, C., 2002, In: Journal of Machine Learning Research. 2, p. 444 1 p.

  Research output: Contribution to journal › Article › peer-review
• 2001

  Competitive on-line statistics

  Vovk, V., Aug 2001, In: INTERNATIONAL STATISTICAL REVIEW. 69, 2, p. 213-248 36 p.

  Research output: Contribution to journal › Article › peer-review

• Predicting nearly as well as the best pruning of a decision tree through dynamic programming scheme

  Takimoto, E., Maruoka, A. & Vovk, V., 17 Jun 2001, In: Theoretical Computer Science. 261, 1, p. 179-209 31 p.

  Research output: Contribution to journal › Article › peer-review

• Probability theory for the Brier game

  Vovk, V., 17 Jun 2001, In: Theoretical Computer Science. 261, 1, p. 57-79 23 p.

  Research output: Contribution to journal › Article › peer-review
• 2000

  Intelligent agents for ATM network control and resource management: Experiences and results from an implementation on a network test bed

  Vayias, E., Soldatos, J. K., Bigham, J., Cuthbert, L. & Luo, Z., 2000, In: Journal of Network and Systems Management. 8, 3, p. 373-395

  Research output: Contribution to journal › Article › peer-review
• 1999

  Agent interaction for network resource management

  Bigham, J., Cuthbert, L., Hayzelden, A. & Luo, Z., Mar 1999, In: Interoperable Communication Networks Journal. 2, 1, p. 97-106

  Research output: Contribution to journal › Article › peer-review

• Complexity approximation principle

  Vovk, V. & Gammerman, A., 1999, In: The Computer Journal. 42, 4, p. 318-322 5 p.

  Research output: Contribution to journal › Article › peer-review

• Derandomizing stochastic prediction strategies

  Vovk, V., Jun 1999, In: Machine Learning. 35, 3, p. 247-282 36 p.

  Research output: Contribution to journal › Article › peer-review

• Dynamic alignment kernels

  Watkins, C., 1999, In: ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS. p. 39-50 12 p.

  Research output: Contribution to journal › Article › peer-review

• Kolmogorov complexity: Sources, theory and applications

  Gammerman, A. & Vovk, V., 1999, In: The Computer Journal. 42, 4, p. 252-255 4 p.

  Research output: Contribution to journal › Article › peer-review

• Prequential probability: principles and properties

  Dawid, A. P. & Vovk, V., 1999, In: Bernoulli. 5, p. 125-162 38 p.

  Research output: Contribution to journal › Article › peer-review
• 1998

  A game of prediction with expert advice

  Vovk, V., Apr 1998, In: Journal of Computer and System Sciences. 56, 2, p. 153-173 21 p.

  Research output: Contribution to journal › Article › peer-review

• Three types of gamma-ray bursts

  Mukherjee, S., D. Feigelson, E., Jogesh Babu, G., Murtagh, F., Fraley, C. & Raftery, A., 1998, In: Astrophysical Journal. 508, p. 314-327 14 p.

  Research output: Contribution to journal › Article › peer-review

  File
  95 Downloads (Pure)
• 1997

  Learning about the parameter of the Bernoulli model

  Vovk, V., 1997, In: Journal of Computer and System Sciences. 55, p. 96-104 9 p.

  Research output: Contribution to journal › Article › peer-review
• 1996

  A strictly martingale version of Kolmogorov's strong law of large numbers

  Vovk, V., 1996, In: Theory of Probability and Its Applications. 41, 3

  Research output: Contribution to journal › Article › peer-review
• 1995

  Process for diagnostic reasoning integrating uncertain and temporal information

  Bigham, J. & Luo, Z., 1995, In: IEE Proceedings Control Theory & Applications. p. 575-584

  Research output: Contribution to journal › Article › peer-review
• 1994

  Prequential level of impossibility with some applications

  Vovk, V. & V'yugin, V. V., 1994, In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 56, p. 115-123 9 p.

  Research output: Contribution to journal › Article › peer-review
• 1993

  A logic of probability, with application to the foundations of statistics (with discussion)

  Vovk, V., 1993, In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 55, p. 317-351 35 p.

  Research output: Contribution to journal › Article › peer-review

• Forecasting point and continuous processes: prequential analysis

  Vovk, V., 1993, In: Test. 2, p. 189-217 29 p.

  Research output: Contribution to journal › Article › peer-review

• On the empirical validity of the Bayesian method

  Vovk, V. & V'yugin, V. V., 1993, In: Journal of the Royal Statistical Society: Series B (Statistical Methodology). 55, p. 253-266 14 p.

  Research output: Contribution to journal › Article › peer-review
• 1992

  Q-learning

  Watkins, C. J. C. H. & Dayan, P., 1992, In: Machine Learning. 8, 3, p. 279-292 14 p.

  Research output: Contribution to journal › Article › peer-review

• Universal forecasting algorithms

  Vovk, V., 1992, In: Information and Computation. 96, p. 245-277 33 p.

  Research output: Contribution to journal › Article › peer-review
• 1991

  Asymptotic efficiency of estimators: an algorithmic approach

  Vovk, V., 1991, In: Theory of Probability and Its Applications. 36, p. 329-343 15 p.

  Research output: Contribution to journal › Article › peer-review
• 1989

  Prediction of stochastic sequences

  Vovk, V., 1989, In: Problems of Information Transmission. 25, p. 285-296 12 p.

  Research output: Contribution to journal › Article › peer-review
• 1988

  Kolmogorov-Stout law of the iterated logarithm

  Vovk, V., 1988, In: Mathematical Notes. 44, p. 502-507 6 p.

  Research output: Contribution to journal › Article › peer-review
• 1987

  On a randomness criterion

  Vovk, V., 1987, In: Soviet Mathematics Doklady. 35, p. 656-660 5 p.

  Research output: Contribution to journal › Article › peer-review

• The law of the iterated logarithm for random Kolmogorov, or chaotic, sequences

  Vovk, V., 1987, In: Theory of Probability and Its Applications. 32, p. 413-425 13 p.

  Research output: Contribution to journal › Article › peer-review
• 1986

  On the concept of the Bernoulli property

  Vovk, V., 1986, In: Russian Mathematical Surveys. 41, p. 247-248 2 p.

  Research output: Contribution to journal › Article › peer-review