Explainable artificial intelligence: an analytical review

PP Angelov, EA Soares, R Jiang… - … : Data Mining and …, 2021 - Wiley Online Library
… the explainability of artificial intelligence in the context of recent advances in machine learning
… the main challenges in terms of explainability building on the recently formulated National …

A historical perspective of explainable Artificial Intelligence

R Confalonieri, L Coba, B Wagner… - … Reviews: Data Mining …, 2021 - Wiley Online Library
… In this article, we look at the literature of Explainable Artificial Intelligence (XAI) from a
historical perspective of traditional approaches as well as approaches currently being developed. …

Explainable artificial intelligence: a comprehensive review

D Minh, HX Wang, YF Li, TN Nguyen - Artificial Intelligence Review, 2022 - Springer
… and vast amounts of data, artificial intelligence (AI) has witnessed … the introduction of
explainable artificial intelligence (XAI), … explainability, (ii) interpretable model, and (iii) post-modeling …

Explainable artificial intelligence: A survey

FK Došilović, M Brčić, N Hlupić - 2018 41st International …, 2018 - ieeexplore.ieee.org
… In the light of these issues, explainable artificial intelligence (XAI) has become an area of
interest in research community. This paper summarizes recent developments in XAI in …

Towards explainable artificial intelligence

W Samek, KR Müller - Explainable AI: interpreting, explaining and …, 2019 - Springer
… Moreover, machine learning and artificial intelligence have … developments in the field of
explainable artificial intelligence … With explainable AI it may be possible to also identify such …

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

A Das, P Rad - arXiv preprint arXiv:2006.11371, 2020 - arxiv.org
… In this survey, we present a comprehensive overview of explainable and interpretable …
as explainable artificial intelligence, XAI, explainable machine learning, explainable deep …

A survey on explainable artificial intelligence (xai): Toward medical xai

E Tjoa, C Guan - IEEE transactions on neural networks and …, 2020 - ieeexplore.ieee.org
… Interpretability and explainability of ML algorithms have thus become pressing issues: who
… to capture interpretability, and the topic explainable artificial intelligence (XAI) has become a …

Peeking inside the black-box: a survey on explainable artificial intelligence (XAI)

A Adadi, M Berrada - IEEE access, 2018 - ieeexplore.ieee.org
… a fast and widespread adoption of Artificial Intelligence (AI) in … new debate on Explainable
Artificial Intelligence. A research … body of research related to explainable AI. Through the lens …

[HTML][HTML] Notions of explainability and evaluation approaches for explainable artificial intelligence

G Vilone, L Longo - Information Fusion, 2021 - Elsevier
… The number of scientific articles, conferences and symposia around the world in eXplainable
Artificial Intelligence (XAI) have significantly increased over the last decade [1], [2]. This has …

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 that … focus on the audience for which the explainability is sought. Departing from this …