ML Anthology

A New Bayesian Rating System for Team Competitions

Sergey I. Nikolenko, Alexander Sirotkin
ICML 2011 pp. 601-608
/icml/2011/nikolenko2011icml-new/

Abstract

We present a novel probabilistic rating system for team competitions. Building upon TrueSkill(tm), we change the factor graph structure to cope with the problems of TrueSkill(tm), e.g., multiway ties and variable team size. We give detailed inference algorithms for the new structure. Experimental results show a significant improvement over TrueSkill(tm).

PDF Semantic Scholar

Cite

Text

Nikolenko and Sirotkin. "A New Bayesian Rating System for Team Competitions." International Conference on Machine Learning, 2011.

Markdown

[Nikolenko and Sirotkin. "A New Bayesian Rating System for Team Competitions." International Conference on Machine Learning, 2011.](https://mlanthology.org/icml/2011/nikolenko2011icml-new/)

BibTeX

@inproceedings{nikolenko2011icml-new,
  title     = {{A New Bayesian Rating System for Team Competitions}},
  author    = {Nikolenko, Sergey I. and Sirotkin, Alexander},
  booktitle = {International Conference on Machine Learning},
  year      = {2011},
  pages     = {601-608},
  url       = {https://mlanthology.org/icml/2011/nikolenko2011icml-new/}
}