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Published at December 6

Achieving Group Fairness through Independence in Predictive Process Monitoring

cs.LG

stat.ML

Released Date: December 6, 2024

Authors: Jari Peeperkorn¹, Simon De Vos¹

Aff.: ¹Research Center for Information Systems Engineering (LIRIS), KU Leuven, Belgium

Arxiv: http://arxiv.org/pdf/2412.04914v1

Refer to caption

Log	AUC	$\text{F1}_{0.5}$	$\text{F1}_{\text{Opt.}}$	$\text{Acc.}_{0.5}$	$\text{Acc.}_{\text{Opt.}}$	$\Delta\mathit{DP}_{b}^{0.5}$	$\Delta\mathit{DP}_{b}^{\text{opt.}}$	$\Delta\mathit{DP}_{\text{c}}$	ABPC	ABCC
hiring_high	0.75	0.56	0.64	0.71	0.57	0.25	0.90	0.38	1.71	0.38
hiring_medium	0.72	0.58	0.66	0.69	0.55	0.17	0.80	0.27	1.66	0.27
hiring_low	0.70	0.59	0.67	0.67	0.53	0.05	0.69	0.14	1.30	0.14
lending_high	0.71	0.00	0.53	0.75	0.60	0.00	0.89	0.24	1.85	0.24
lending_medium	0.65	0.00	0.52	0.72	0.53	0.00	0.89	0.18	1.81	0.18
lending_low	0.59	0.07	0.51	0.68	0.43	0.02	0.22	0.11	1.02	0.11
renting_high	0.65	0.12	0.53	0.69	0.55	0.06	0.81	0.22	1.70	0.22
renting_medium	0.61	0.28	0.61	0.59	0.52	0.17	0.42	0.13	1.51	0.13
renting_low	0.63	0.00	0.55	0.65	0.53	0.00	0.86	0.13	1.66	0.13