IEEE - Institute of Electrical and Electronics Engineers, Inc. - Data Pre-Processing for Discrimination Prevention: Information-Theoretic Optimization and Analysis

Author(s): Flavio Du Pin Calmon ; Dennis Wei ; Bhanukiran Vinzamuri ; Karthikeyan Natesan Ramamurthy ; Kush R. Varshney
Sponsor(s): IEEE Signal Processing Society
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 October 2018
Volume: 12
Page(s): 1,106 - 1,119
ISSN (Electronic): 1941-0484
ISSN (Paper): 1932-4553
DOI: 10.1109/JSTSP.2018.2865887
Regular:

Non-discrimination is a recognized objective in algorithmic decision making. In this paper, we introduce a novel probabilistic formulation of data pre-processing for reducing discrimination. We... View More

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