Dr Alexey Chernov
Dept Computer Science
Royal Holloway, University of London
Egham, Surrey, TW20 0EX, United Kingdom
Email: chernov@cs.rhul.ac.uk
I moved, and now I am a lecturer in statistics at the
University of
Brighton, but you can still contact me via the address above as
I remain an honorary fellow
of Computer Learning Research Centre.
I was a postdoctoral researcher in the
Department of Computer Science
at Royal Holloway, University of London
in 20072011.
I worked with Volodya Vovk on EPSRC project
Practical Competitive Prediction.
My main research interests are sequential online learning
(including prediction with expert advice, kernel methods,
universal inductive inference) and topological methods
in pattern recognition.
I am also interested in
Kolmogorov complexity and algorithmic foundations for probability theory,
reinforcement learning, and learning in the limit.
I obtained PhD in mathematics in 2003 from Moscow State University
(Department
of Mathematical Logic and Theory of Algorithms).
My thesis is on semantics for propositional logic with the help of
Kolmogorov complexity,
supervisor prof. Vereshchagin.
Then I worked with Jürgen
Schmidhuber in IDSIA
(Lugano, Switzerland) and with
Alexander Shen in
LIF (Marseilles, France).
In 20112012, I was a postdoc in the
Department
of Mathematical Sciences at Durham University.
In 20122014, I was a lecturer in Mathematics at the University of
Bedfordshire.
See also
my CLRC page,
my old IDSIA page.
Publications:
(see also Google Scholar page)

Dmitry Adamskiy, Wouter M. Koolen,
Alexey Chernov, and Vladimir Vovk.
A closer look at adaptive regret.
Journal of Machine Learning Research, 17(23):121, 2016.
JMLR link.
Conference version:
Proc. of ALT 2012, LNAI 7568,
pp. 290304.
 Yuri Kalnishkan, Dmitry Adamskiy, Alexey Chernov and Tim Scarfe.
Specialist experts for prediction with side information.
Data Mining Workshop (ICDMW), 2015 IEEE International
Conference on. IEEE, pp. 14701477.
IEEE link.

Alexey Chernov and Vitaliy Kurlin.
Reconstructing persistent graph structures from noisy images.
DGCI 2013 Demo Session 7th IAPR International Conference on Discrete
Geometry for Computer Imagery, ImagenA, 2013, vol. 3, n. 5,
pp. 1922.
ImagenA link.

Alexey Chernov, Fedor Zhdanov.
Prediction with Expert Advice under Discounted Loss.
Proc. of ALT 2010, LNCS 6331, pp. 255269.
arXiv.

Alexey Chernov, Vladimir Vovk.
Prediction with Advice of Unknown Number of Experts.
Proceedings of the TwentySixth Conference on Uncertainty in Artificial Intelligence
(UAI2010), AUAI Press, pp. 117125.
Preliminary online proceedings,
arXiv.

Alexey Chernov, Yuri Kalnishkan, Fedor Zhdanov, Vladimir Vovk.
Supermartingales in Prediction with Expert Advice.
Theoretical Computer Science, 2010, vol. 411(2930),
pp. 26472669.
ScienceDirect link,
arXiv.
Conference version:
Proc. of ALT 2008, LNCS 5254, pp. 199213.
Springer link.

Alexey Chernov, Vladimir Vovk.
Prediction with Expert Evaluators' Advice.
Proc. of ALT 2009, LNCS 5809, pp. 822.
Springer link,
arXiv.

Alexey Chernov, Alexander Shen, Nikolai Vereshchagin, Vladimir Vovk.
OnLine Probability, Complexity and Randomness.
Proc. of ALT 2008, LNCS 5254, pp. 138153.
Springer link.

Alexey Chernov, Marcus Hutter, Juergen Schmidhuber.
Algorithmic complexity bounds on future prediction errors.
Information and Computation,
2007, 2052, pp. 242261.
ScienceDirect link,
arXiv.
Alexey Chernov, Marcus Hutter, Juergen Schmidhuber.
Complexity Monotone in Conditions and Future Prediction Errors.
Dagstuhl Seminar Proceedings 06051, 2006.
pdf
Alexey Chernov, Marcus Hutter.
Monotone Conditional Complexity Bounds on Future Prediction Errors.
Proc. of 16th International Conf. on Algorithmic Learning Theory (ALT2005),
LNCS 3734, pp. 414428. Springer
link
Tech Report: IDSIA1605 pdf,
arXiv.
Alexey Chernov, Juergen Schmidhuber. On decrease of a priori randomness
deficiency.
Tech Report IDSIA1205, IDSIA, Manno(Lugano), Switzerland, 2005.
pdf

Alexey Chernov, Juergen Schmidhuber.
Prefixlike Complexities and Computability in the Limit.
Proc. of Second Conference on Computability in Europe CiE 2006,
LNCS 3988, pp. 8593.
Springer link
Alexey Chernov, Juergen Schmidhuber. Prefixlike Complexities of Finite
and Infinite Sequences on Generalized Turing Machines.
Tech Report IDSIA1105, IDSIA, Manno(Lugano), Switzerland, 2005.
pdf

A.Chernov. Finite Problems and
the Logic of the Weak Law of Excluded Middle.
Matematicheskie Zametki, 2005, vol. 77, no. 2,
pp. 291302, in Russian (ps.gz).
English translation:
Mathematical Notes, 2005, vol. 77, no. 1, pp. 263272. Springer link
Preliminary version: Dep. in VINITI 3.07.2003 No.1263B2003, in
Russian (ps.gz).
 A.Chernov. Complexity of Sets
Obtained as Values of Propositional
Formulas. Matematicheskie Zametki, 2004, vol. 75,
no. 1, pp. 142150, in Russian (ps.gz). English translation:
Mathematical Notes, 2004, vol. 75,
no. 1, pp. 131139. Springer
link
 A.Chernov, D.Skvortsov, E.Skvortsova, N.Vereshchagin. Variants of
Realizability for Propositional Formulas and the Logic of the Weak Law
of Excluded Middle. Mathematical Logic and Algebra.
Proceedings of
Steklov Mathematical Insitute, 2003, vol. 242, pp. 7797.
Conference version:
Computer Science Logic 16th International Workshop CSL 2002,
LNCS 2471, pp. 7488.
Springer
link
 A.Chernov, An.Muchnik, A.Romashchenko, A.Shen, N.Vereshchagin.
Upper semilattice of binary strings with
the relation 'x is
simple conditional to y'.
Theoretical Computer Science, 2002,
v.271, pp. 6995.
ScienceDirect
Unpublished technical reports
Fedor Zhdanov, Alexey Chernov, Yuri Kalnishkan.
Aggregating Algorithm competing with Banach lattices.
arXiv
Alexey Chernov, Juergen Schmidhuber.
Asymmetric Planning for Incremental RealTime Heuristic Search.
Tech Report IDSIA1506.
pdf
PhD thesis, in Russian
On Some Variants of the Notion of Realizability. Moscow State University, 2003.
pdf, summary in Russian ps
Some talk slides
Multiobjective prediction with expert advice,
Royal Holloway, June 2010.
Prediction with expert advice
and gametheoretic supermartingales, Durham, March 2010.
Practical aspects of Levin's neutral measure,
Marseilles, July 2009.
Complexity monotone in conditions
and future prediction errors,
Dagstuhl Seminar 06051, 2006.
Kolmogorov complexity and logical formulas,
Turing Days'06, Istanbul, 27 May 2006.
(Invited lecture partially based on my PhD thesis)