Corpus ID: 51971663

Ranking with Features: Algorithm and A Graph Theoretic Analysis

@article{Saha2018RankingWF,
  title={Ranking with Features: Algorithm and A Graph Theoretic Analysis},
  author={Aadirupa Saha and A. Rajkumar},
  journal={ArXiv},
  year={2018},
  volume={abs/1808.03857}
}
  • Aadirupa Saha, A. Rajkumar
  • Published 2018
  • Mathematics, Computer Science
  • ArXiv
  • We consider the problem of ranking a set of items from pairwise comparisons in the presence of features associated with the items. Recent works have established that $O(n\log(n))$ samples are needed to rank well when there is no feature information present. However, this might be sub-optimal in the presence of associated features. We introduce a new probabilistic preference model called feature-Bradley-Terry-Luce (f-BTL) model that generalizes the standard BTL model to incorporate feature… CONTINUE READING
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