Explainable artificial intelligence: Concepts, applications, research challenges and visions

L Longo, R Goebel, F Lecue, P Kieseberg… - … for machine learning …, 2020 - Springer
… and interpretable models by incorporating explainability mechanisms during their training, …
of the topic of explainability [68], by now referred to as Explainable Artificial Intelligence (XAI) […

XAI—Explainable artificial intelligence

D Gunning, M Stefik, J Choi, T Miller, S Stumpf… - Science robotics, 2019 - science.org
… in machine learning (ML) have led to a new wave of artificial intelligence (AI) applications
that … Explanations may not be essential for certain AI applications, and some AI researchers …

Towards explainable artificial intelligence

W Samek, KR Müller - Explainable AI: interpreting, explaining and …, 2019 - Springer
applications in this field and makes a plea for a wider use of explainable learning algorithms
in practice. … It presents recent developments in the field of explainable artificial intelligence

A systematic review of explainable artificial intelligence in terms of different application domains and tasks

MR Islam, MU Ahmed, S Barua, S Begum - Applied Sciences, 2022 - mdpi.com
application domain to develop automated or semi-automated systems. To facilitate greater
human acceptability of these systems, explainable artificial intelligence (… of explainability and …

Opportunities and challenges in explainable artificial intelligence (xai): A survey

A Das, P Rad - arXiv preprint arXiv:2006.11371, 2020 - arxiv.org
… use in mission critical applications, raising ethical and judicial concerns inducing lack of trust.
… as explainable artificial intelligence, XAI, explainable machine learning, explainable deep …

Applications of explainable artificial intelligence in diagnosis and surgery

Y Zhang, Y Weng, J Lund - Diagnostics, 2022 - mdpi.com
… However, explainability issues make AI applications in … has been conducted into explainable
artificial intelligence (XAI) to … AI applications requires explainable artificial intelligence, and …

Drug discovery with explainable artificial intelligence

J Jiménez-Luna, F Grisoni, G Schneider - Nature Machine Intelligence, 2020 - nature.com
… of explainable artificial intelligence, and forecasts future opportunities, potential applications
… towards the development and acceptance of explainable artificial intelligence techniques. …

Explainable artificial intelligence: A survey

FK Došilović, M Brčić, N Hlupić - 2018 41st International …, 2018 - ieeexplore.ieee.org
… in many applications, eg healthcare and finance, where rationale for model's decision is a
requirement for trust. In the light of these issues, explainable artificial intelligence (XAI) has …

Explainable artificial intelligence: a systematic review

G Vilone, L Longo - arXiv preprint arXiv:2006.00093, 2020 - arxiv.org
Explainable Artificial Intelligence (XAI) has … application of machine learning, particularly
deep learning, that has led to the development of highly accurate models but lack explainability

Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI

AB Arrieta, N Díaz-Rodríguez, J Del Ser, A Bennetot… - Information fusion, 2020 - Elsevier
explainability in Machine Learning, establishing a novel definition of explainable Machine
Learning … met when deploying AI in real applications. As we will later show in detail, model …