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Modifying Bradley–Terry and other ranking models to allow ties.

Authors :
Baker, Rose
Scarf, Philip
Source :
IMA Journal of Management Mathematics; Oct2021, Vol. 32 Issue 4, p451-463, 13p
Publication Year :
2021

Abstract

Models derived from distributions of order-statistics are useful for modelling ranked data. The well-known Bradley–Terry (BT) and Plackett–Luce (PL) models can be derived from the order statistics of the exponential distribution but cannot handle ties. However, ties often occur in sports, and the ability to accommodate them leads to more useful ranking models. In this paper, we use discrete distributions, principally the geometric distribution, to obtain modified BT and PL models and some others that allow tied ranks. Our methodology is introduced for some mathematically tractable and some less tractable distributions and is illustrated using test match cricket. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
1471678X
Volume :
32
Issue :
4
Database :
Complementary Index
Journal :
IMA Journal of Management Mathematics
Publication Type :
Academic Journal
Accession number :
152382417
Full Text :
https://doi.org/10.1093/imaman/dpaa027