Explainable Artificial Intelligence: Objectives, Stakeholders, and Future Research Opportunities

International evaluation of an AI system for breast cancer screening

(2020) Scott Mayer McKinney et al.   NATURE

The Search for Smartness in Working, Living and Organising: Beyond the ‘Technomagic’

(2020) Amany Elbanna et al.   INFORMATION SYSTEMS FRONTIERS

Evolutionary Fuzzy Systems for Explainable Artificial Intelligence: Why, When, What for, and Where to?

(2019) Alberto Fernandez et al.   IEEE Computational Intelligence Magazine

Causability and explainabilty of artificial intelligence in medicine

(2019) Andreas Holzinger et al.   Wiley Interdisciplinary Reviews-Data Mining and Knowledge Discovery

A scalable decision-tree-based method to explain interactions in dyadic data

(2019) Carlos Eiras-Franco et al.   DECISION SUPPORT SYSTEMS

AI surpasses humans at six-player poker

(2019) Alan Blair et al.   SCIENCE

One Pixel Attack for Fooling Deep Neural Networks

(2019) Jiawei Su et al.   IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION

A survey of deep learning techniques for autonomous driving

(2019) Sorin Grigorescu et al.   Journal of Field Robotics

Addressing Bias in Artificial Intelligence in Health Care

(2019) Ravi B. Parikh et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

On cognitive preferences and the plausibility of rule-based models

(2019) Johannes Fürnkranz et al.   MACHINE LEARNING

Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers

(2018) Fred Matthew Hohman et al.   IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS

A Survey of Methods for Explaining Black Box Models

(2018) Riccardo Guidotti et al.   ACM COMPUTING SURVEYS

Automated Classification of Skin Lesions: From Pixels to Practice

(2018) Akhila Narla et al.   JOURNAL OF INVESTIGATIVE DERMATOLOGY

Peeking inside the black-box: A survey on Explainable Artificial Intelligence (XAI)

(2018) Amina Adadi et al.   IEEE Access

Explanation in artificial intelligence: Insights from the social sciences

(2018) Tim Miller   ARTIFICIAL INTELLIGENCE

Management challenges in creating value from business analytics

(2017) Richard Vidgen et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Mastering the game of Go without human knowledge

(2017) David Silver et al.   NATURE

Semantics derived automatically from language corpora contain human-like biases

(2017) Aylin Caliskan et al.   SCIENCE

Spurring Impactful Research on Information Systems and Environmental Sustainability

(2017) Arvind Malhotra et al.   MIS QUARTERLY

Explaining Data-Driven Document Classifications

(2017) David Martens et al.   MIS QUARTERLY

User acceptance of knowledge-based system recommendations: Explanations, arguments, and fit

(2015) Justin Scott Giboney et al.   DECISION SUPPORT SYSTEMS

Big other: surveillance capitalism and the prospects of an information civilization

(2015) Shoshana Zuboff   JOURNAL OF INFORMATION TECHNOLOGY

Unique in the shopping mall: On the reidentifiability of credit card metadata

(2015) Y.-A. de Montjoye et al.   SCIENCE

Big other: surveillance capitalism and the prospects of an information civilization

(2015) Shoshana Zuboff   JOURNAL OF INFORMATION TECHNOLOGY

Outcomes of effective explanations: Empowering citizens through online advice

(2011) Manning Li et al.   DECISION SUPPORT SYSTEMS

Automation bias: a systematic review of frequency, effect mediators, and mitigators

(2011) Kate Goddard et al.   JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION