Explanation in Multi-Stakeholder Recommendation for Enterprise Decision Support Systems
Author(s)
Date Issued
2021
Type
conferenceObject
Volume
423 LNBIP
Start Page
39
End Page
47
Abstract
Business agility requires support from recommendation systems, but explaining recommendations may yield information disclosure. We analyze how to provide explanations in the scenario of Multi-Stakeholder Recommendation where the sensible information of one stakeholder should not be disclosed in the explanation to another stakeholder. Among the several types of explanations analyzed, counterfactual explanations come off best as they allow the system to preserve each stakeholder’s privacy and sensitive information in terms of preferences.
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Name
acceptedManuscript-MOBA_2021-withSpringerDOI.pdf
Size
228.46 KB
Format
Adobe PDF
Checksum (MD5)
fa481780d5e44ac013963134328a133a
Conference(s)
Model-driven Organizational and Business Agility (MOBA) 2021