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DIREC project

Explainable AI

Summary

Artificial Intelligence brings the promise of technological means to solve problems that previously were assumed to require human intelligence, and ultimately provide human-centered solutions that are both more effective and of higher quality in a synergy between the human and the AI system than solutions that are provided by humans or by an AI system alone.

However, compared to traditional problem solving based on logical rules and procedures, some artificial intelligence systems, in particular systems based on neural networks (e.g. as in deep learning), do not offer a human-understandable explanation to the answers given. Lack of explanation is not necessarily a problem, e.g. if the correctness of an answer can be easily validated, such as automatic character recognition subsequently validated by a human. However, in some situations, a lack of explanation may pose severe problems, and may even be illegal as it is the case for governmental decisions.

Participants

Project Manager

Thomas Hildebrandt

Professor

University of Copenhagen
Department of Computer Science

E: hilde@di.ku.dk

Irina Shklovski

Professor

University of Copenhagen
Department of Computer Science

Naja Holten Møller

Assistant Professor

University of Copenhagen
Department of Computer Science

Hugo Lopez

Assistant Professor

University of Copenhagen
Department of Computer Science

Boris Düdder

Associate Professor

University of Copenhagen
Department of Computer Science

Tijs Slaats

Associate Professor

University of Copenhagen
Department of Computer Science

Henrik Korsgaard

Assistant Professor

Aarhus University
Department of Computer Science

Susanne Bødker

Professor

Aarhus University
Department of Computer Science

Lars Kai Hansen

Professor

Technical University of Denmark
DTU Compute

Thomas Bolander

Professor

Technical University of Denmark
DTU Compute

Kim Guldstrand Larsen

Professor

Aalborg University
Department of Computer Science

Thomas Dyhre Nielsen

Professor

Aalborg University
Department of Computer Science

Alessandro Tibo

Assistant professor

Aalborg University
Department of Computer Science

Manfred Jaeger

Associate Professor

Aalborg University
Department of Computer Science

Anders Lyhne Christensen

Professor

University of Southern Denmark
The Maersk Mc-Kinney Moller Institute

Sebastian Risi

Professor

IT University of Copenhagen
Digital Design Department

Lars Rune Christensen

Assistant professor

iT University of Copenhagen
Department of Business IT

Arisa Shollo

Associate Professor

Copenhagen Business School
Department of Digitalization

Rasmus Larsen

AI Specialist

The Alexandra Institute

Peter C. Damm

Applied Research Director

KMD

Mathias Niepert

Manager & Chief Research Scientist

NEC Labs Europe
Heidelberg

Tobias Jacobs

Senior Researcher

NEC Labs Europe
Department of Computer Science

Morten Marquard

Founder & CEO

DCR Solutions

Partners