Transcript
Page 1: Ranking individuals by group comparison

Ranking individuals by group comparison

New exponentiel model Two methods for calculations

Regularized least square Maximum likelihood

Page 2: Ranking individuals by group comparison

Ranking individuals by group comparison

Bradley-Terry model k individuals, m competitions I+ and I- opposing teams p vector of individual strengths

Page 3: Ranking individuals by group comparison

Ranking individuals by group comparison

Estimated by minimizing log likelihood Iterative approach May only find local minimum, not global

Page 4: Ranking individuals by group comparison

Ranking individuals by group comparison

Definitions: v vector of individual strengths T is theoretical team performance

Y is actual team performance

Page 5: Ranking individuals by group comparison

Ranking individuals by group comparison

Page 6: Ranking individuals by group comparison

Ranking individuals by group comparison

New exponential model can be derived

The old model

Page 7: Ranking individuals by group comparison

Ranking individuals by group comparison

New exponential model can be derived

The old model

Page 8: Ranking individuals by group comparison

Regularized least square

Page 9: Ranking individuals by group comparison

Regularized least square

Page 10: Ranking individuals by group comparison

Regularized least square

Page 11: Ranking individuals by group comparison

Regularized least square

Page 12: Ranking individuals by group comparison

Maximum Likelihood

Page 13: Ranking individuals by group comparison

Maximum Likelihood


Recommended