Selected publications
2013
D. Ryabko,
Time-series information and learning.
bib |
pdf
In Proceedings of ISIT, Istanbul, Turkey, 2013.
O. Maillard, P. Nguyen, R. Ortner, D. Ryabko,
Optimal Regret Bounds for Selecting the State Representation in Reinforcement Learning. bib |
pdf
In Proceedings of ICML, JMLR W&CP 28(1):543-551, Atlanta, USA, 2013.
2012
D. Ryabko,
Testing composite hypotheses about discrete ergodic
processes.
bib |
pdf
Test, vol. 21(2), pp. 317-329, 2012.
D. Ryabko,
J. Mary,
Reducing statistical time-series problems to binary classification. bib |
pdf
In Proceedings of NIPS, pp. 2069--2077, Lake Tahoe, USA, 2012.
A. Khaleghi, D. Ryabko,
Locating Changes in Highly Dependent Data with Unknown Number of Change Points. bib |
pdf
In Proceedings of NIPS, pp. 3095--3103, Lake Tahoe, USA, 2012.
R. Ortner, D. Ryabko,
Online Regret Bounds for Undiscounted Continuous Reinforcement Learning. bib |
pdf
In Proceedings of NIPS, pp. 1772--1780, Lake Tahoe, USA, 2012.
R. Ortner, D. Ryabko, P. Auer
and R. Munos,
Regret Bounds for Restless Markov Bandits. bib |
pdf
In Proceedings of ALT, Lyon, France, LNCS 7568, pp.214-228, 2012.
A. Khaleghi, D. Ryabko,
J. Mary, P. Preux,
Online Clustering of Processes bib |
pdf
In Proceedings of AISTATS 2012, La Palma, Canary Islands, Spain, JMLR W&CP 22: 601-609, 2012.
2011
D. Ryabko,
On the relation between realizable and non-realizable cases of the sequence prediction problem. bib |
pdf
Journal of Machine Learning Research, vol. 12: 2161-2180, 2011.
B. Ryabko, D. Ryabko,
Constructing perfect steganographic systems, bib |
pdf
Information and Computation, 2011, Vol. 209, No. 9, pp. 1223-1230.
O. Maillard, R. Munos, D. Ryabko,
Selecting the State-Representation
in Reinforcement Learning bib |
pdf
In Proceedings of NIPS, Granada, Spain, pp. 2627-2635, 2011.
B. Ryabko, D. Ryabko,
Confidence Sets in Time-Series Filtering. bib |
pdf
In Proceedings of IEEE International Symposium on Information Theory (ISIT'11), St. Petersburg, Russia, pp. 2436-2438, 2011.
2010
D. Ryabko,
On Finding Predictors for Arbitrary Families of Processes. bib |
pdf
Journal of Machine Learning Research, vol. 11(Feb): 581-602, 2010.
D. Ryabko, B. Ryabko
Nonparametric Statistical Inference for Ergodic Processes,
bib |
pdf
IEEE Transactions on Information Theory, 56(3):1430-1435, 2010.
D. Ryabko,
Discrimination between B-processes is impossible,
bib |
pdf
Journal of Theoretical Probability, 23(2):565-575, 2010.
D. Ryabko. Sequence prediction in realizable and non-realizable cases,
bib |
pdf
In Proceedings of The 23rd Annual Conference on Learning Theory (COLT), Haifa, Israel, pp. 119-131, 2010.
D. Ryabko. Clustering processes,
bib |
pdf
In Proceedings of 27th International Conference on Machine Learning (ICML), Haifa, Israel, pp. 919-926, 2010
2009 and before
selected journal papers
B. Ryabko, D. Ryabko,
Asymptotically Optimal
Perfect Steganographic Systems. bib |
pdf
Problems of Information Transmission, 2009, Vol. 45, No. 2, pp. 184-190.
D. Ryabko, J. Schmidhuber
Using data compressors to construct order tests for homogeneity and component independence,
bib |
pdf
Applied Mathematics Letters, 22:7, 1029-1032, 2009.
D. Ryabko, M. Hutter.
On the Possibility of Learning in Reactive Environments with Arbitrary Dependence.
bib |
pdf Theoretical Computer Science, Vol. 405, pp. 274-284, 2008.
D. Ryabko, M. Hutter.
Predicting Non-Stationary Processes.
bib |
tr pdf
Applied Mathematics Letters Vol. 21(5) pp 477-482, 2008.
D. Ryabko.
On sample complexity for computational classification problems,
bib |
pdf
Algorithmica, 49:1 (Sept): 69-77, 2007.
D. Ryabko.
Pattern Recognition for Conditionally Independent Data,
bib |
pdf
Journal of Machine Learning Research 7(Apr):645-664, 2006.
A. Gutman, D. Ryabko Nonstandard hull of a normed space in a
Boolean-valued universe.
bib |
pdf
Siberian Advances in Mathematics,
Vol. 12 No 2, pp 38-47, 2002.
Theses
D. Ryabko.
Learnability in Problems of Sequential Inference (HDR Thesis)
bib |
pdf
Université Lille 1 - Sciences et Technologies, 2011.
D. Ryabko.
On the Flexibility of Theoretical Models
for Pattern Recognition (Ph.D. Thesis)
bib |
pdf
Royal Holloway, University of London. April, 2005.
D. Ryabko On Some Properties of Continuous Polyverse (Ph.D. Thesis)
bib |
pdf (in Russian)
Novosibirsk State University,
Sobolev Institute of Mathematics; Novosibirsk, Russia, 2003.