Applying Interdisciplinary Frameworks to Understand Algorithmic Decision-Making

05/26/2023
by   Timothée Schmude, et al.
0

We argue that explanations for "algorithmic decision-making" (ADM) systems can profit by adopting practices that are already used in the learning sciences. We shortly introduce the importance of explaining ADM systems, give a brief overview of approaches drawing from other disciplines to improve explanations, and present the results of our qualitative task-based study incorporating the "six facets of understanding" framework. We close with questions guiding the discussion of how future studies can leverage an interdisciplinary approach.

READ FULL TEXT
research
11/01/2017

Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR

There has been much discussion of the right to explanation in the EU Gen...
research
02/16/2023

On the Impact of Explanations on Understanding of Algorithmic Decision-Making

Ethical principles for algorithms are gaining importance as more and mor...
research
05/01/2023

Generating Process-Centric Explanations to Enable Contestability in Algorithmic Decision-Making: Challenges and Opportunities

Human-AI decision making is becoming increasingly ubiquitous, and explan...
research
09/22/2020

Local Post-Hoc Explanations for Predictive Process Monitoring in Manufacturing

This study proposes an innovative explainable process prediction solutio...
research
10/21/2021

"Computer Says No": Algorithmic Decision Support and Organisational Responsibility

Algorithmic decision support is increasingly used in a whole array of di...
research
09/10/2022

Explaining Results of Multi-Criteria Decision Making

We introduce a method for explaining the results of various linear and h...
research
07/21/2022

Wer ist schuld, wenn Algorithmen irren? Entscheidungsautomatisierung, Organisationen und Verantwortung

Algorithmic decision support (ADS) is increasingly used in a whole array...

Please sign up or login with your details

Forgot password? Click here to reset