www-ai.cs.tu-dortmund.de/LEHRE/SEMINARE/WS2021/TrustworthyAIMachineLearning/literature/zafar2019.pdf
Bulge Prox. Crime C1 C2 C3
Male 1 1 1 3 1 1 1 C1 7 3 3
Male 2 1 0 3 1 1 0 Male 3 0 1 7 1 0 1
C2 3 7 3 Female 1 1 1 3 1 0 1 Female 2 1 0 7 1 1 1
C3 3 7 7 Female 3 0 0 3 0 1 0
Figure 1: Decisions of three [...] s:
p(x|z = 0, y = 1) = N ([2, 0], [5, 1; 1, 5])
p(x|z = 1, y = 1) = N ([2, 3], [5, 1; 1, 5])
p(x|z = 0, y = −1) = N ([−1,−3], [5, 1; 1, 5])
p(x|z = 1, y = −1) = N ([−1, 0], [5, 1; 1, 5])
An accuracy-maximizing [...] n):
p(x|z = 0, y = 1) = N ([2, 2], [3, 1; 1, 3])
p(x|z = 1, y = 1) = N ([2, 2], [3, 1; 1, 3])
p(x|z = 0, y = −1) = N ([1, 1], [3, 3; 1, 3])
p(x|z = 1, y = −1) = N ([−2,−2], [3, 1; 1, 3]).
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Zafar, Valera …
