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Research Output 2002 2016

  • 8 Conference contribution with ISSN or ISBN
  • 5 Article
2016

A closer look at adaptive regret

Adamskiy, D., Koolen, W., Chernov, A. & Vovk, V., 1 Apr 2016, In : The Journal of Machine Learning Research. 17, 23, p. 1-21 21 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

An Investigation on Online Versus Batch Learning in Predicting User Behaviour

Burlutskiy, N., Petridis, M., Fish, A., Chernov, A. & Ali, N., 5 Nov 2016, International Conference on Innovative Techniques and Applications of Artificial Intelligence. Cambridge, UK: Springer International Publishing, p. 135-149 15 p.

Research output: Chapter in Book/Conference proceeding with ISSN or ISBNConference contribution with ISSN or ISBNResearchpeer-review

Open Access
File
Learning algorithms
Bayesian networks
Learning systems
Deep learning

Specialist experts for prediction with side information

Kalnishkan, Y., Adamskiy, D., Chernov, A. & Scarfe, T., 4 Feb 2016, Proccedings of the 2015 IEEE 15th International Conference on Data Mining Workshops. IEEE, p. 1470-1477 8 p. (IEEE International Conference on Data Mining (ICDM)).

Research output: Chapter in Book/Conference proceeding with ISSN or ISBNConference contribution with ISSN or ISBNResearchpeer-review

Open Access
File
Students
Merging
Industry
2013

Reconstructing persistent graph structures from noisy images

Chernov, A. & Kurlin, V., 15 Mar 2013, In : Image-A: Applicable Mathematics in Image Engineering. 3, 5, p. 19-22 4 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
Learning systems
Topology
2010

Prediction with Expert Advice under Discounted Loss

Chernov, A. & Zhdanov, F., 31 Dec 2010, 21st International Conference, ALT 2010. Berlin: Springer, Vol. 6331. p. 255-269 15 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Conference proceeding with ISSN or ISBNConference contribution with ISSN or ISBNResearchpeer-review

Supermartingales in prediction with expert advice

Chernov, A., Kalnishkan, Y. & Zhdanov, F., 17 Jun 2010, In : Theoretical Computer Science. 411, 29-30, p. 2647-2669 23 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
2009

Prediction with Expert Evaluators' Advice

Chernov, A. & Vovk, V., 31 Dec 2009, 20th International Conference, ALT 2009. Berlin: Springer, Vol. 5809. p. 8-22 15 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Conference proceeding with ISSN or ISBNConference contribution with ISSN or ISBNResearchpeer-review

Evaluator
Prediction
Loss function
Scoring rules
2008

On-Line Probability, Complexity and Randomness

Chernov, A., Shen, A., Vereshchagin, N. & Vovk, V., 31 Dec 2008, 19th International Conference, ALT 2008. Berlin: Springer, Vol. 5254. p. 138-153 16 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Conference proceeding with ISSN or ISBNConference contribution with ISSN or ISBNResearchpeer-review

Probability distributions
Information theory

Supermartingales in Prediction with Expert Advice

Chernov, A., Kalnishkan, Y., Zhdanov, F. & Vovk, V., 31 Dec 2008, 19th International Conference, ALT 2008. Berlin: Springer, Vol. 5254. p. 199-213 15 p.

Research output: Chapter in Book/Conference proceeding with ISSN or ISBNConference contribution with ISSN or ISBNResearchpeer-review

Open Access
File
Prediction
Guarantee
2007

Algorithmic complexity bounds on future prediction errors

Chernov, A., Hutter, M. & Schmidhuber, J., 28 Feb 2007, In : Information And Computation. 205, 2, p. 242-261 20 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
Algorithmic Complexity
Prediction Error
Performance Prediction
Bayesian Model
Classification Problems
2006

Prefix-like complexities and computability in the limit

Chernov, A. & Schmidhuber, J., 31 Dec 2006, Second Conference on Computability in Europe, CiE 2006. Berlin: Springer, Vol. 3988. p. 85-93 9 p.

Research output: Chapter in Book/Conference proceeding with ISSN or ISBNConference contribution with ISSN or ISBNResearchpeer-review

Open Access
File
Computability
Prefix
Halting Problem
Kolmogorov Complexity
Turing Machine
2005

Monotone conditional complexity bounds on future prediction errors

Chernov, A. & Hutter, M., 31 Dec 2005, Proceedings of the 16th International Conference Algorithmic Learning Theory 2005. Berlin Heidelberg: Springer, Vol. 3734. p. 414-428 15 p. (Lecture Notes in Computer Science).

Research output: Chapter in Book/Conference proceeding with ISSN or ISBNConference contribution with ISSN or ISBNResearchpeer-review

Open Access
File
Prediction Error
Algorithmic Complexity
Monotone
Performance Prediction
Bayesian Model
2002

Upper semi-lattice of binary strings with the relation "x is simple conditional to y"

Chernov, A., Muchnik, A., Romashchenko, A., Shen, A. & Vereshchagin, N., 28 Jan 2002, In : Theoretical Computer Science. 271, 1-2, p. 69-95 27 p.

Research output: Contribution to journalArticleResearchpeer-review

Semilattice
Strings
Binary
Lower bound
Turing Degrees