www-ai.cs.tu-dortmund.de/LEHRE/SEMINARE/SS21/TrustworthyAIMachineLearning/garcia2020a.pdf
=
∑
v∈R yv 5 return S, λ
6 Function FairDecomposition(G, L, R) 7 k = 0 8 L′, R′ = L,R 9 while L′ 6= ∅ do
10 X, λ′ = SmallestRatioSet(G, L′, R′)
11 L′ = L′ \X 12 if k = 0 or λ′ 6= λ then
/* Create new block [...] b2), (a3, b1)}. The distribution F1 choosing from among M1,M2,M4 and M5 with probability 1
3 , 1 6 ,
1 6 ,
1 3 , respectively, is maxmin-fair. The
satisfaction probabilities of a0, a1, a2 and a3 are then [...] are equivalent: (1) D is maxmin-
fair; (2) D is minmax-Pareto; (3) D is Pareto-efficient and D↓ 6= E↓
6= for all Pareto-efficient distributions E over S.
The proof may be found in Appendix A. Note that …