TY - JOUR
T1 - Guest Editorial
T2 - New Developments in Explainable and Interpretable Artificial Intelligence
AU - Subbalakshmi, K. P.Suba
AU - Samek, Wojciech
AU - Hu, Xia Ben
N1 - Publisher Copyright:
© 2020 IEEE.
PY - 2024/4/1
Y1 - 2024/4/1
N2 - This special issue brings together seven articles that address different aspects of explainable and interpretable artificial intelligence (AI). Over the years, machine learning (ML) and AI models have posted strong performance across several tasks. This has sparked interest in deploying these methods in critical applications like health and finance. However, to be deployable in the field, ML and AI models must be trustworthy. Explainable and interpretable AI are two areas of research that have become increasingly important to ensure trustworthiness and hence deployability of advanced AI and ML methods. Interpretable AI are models that obey some domain-specific constraints so that they are better understandable by humans. In essence, they are not black-box models. On the other hand, explainable AI refers to models and methods that are typically used to explain another black-box model.
AB - This special issue brings together seven articles that address different aspects of explainable and interpretable artificial intelligence (AI). Over the years, machine learning (ML) and AI models have posted strong performance across several tasks. This has sparked interest in deploying these methods in critical applications like health and finance. However, to be deployable in the field, ML and AI models must be trustworthy. Explainable and interpretable AI are two areas of research that have become increasingly important to ensure trustworthiness and hence deployability of advanced AI and ML methods. Interpretable AI are models that obey some domain-specific constraints so that they are better understandable by humans. In essence, they are not black-box models. On the other hand, explainable AI refers to models and methods that are typically used to explain another black-box model.
UR - http://www.scopus.com/inward/record.url?scp=85190969046&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85190969046&partnerID=8YFLogxK
U2 - 10.1109/TAI.2024.3356669
DO - 10.1109/TAI.2024.3356669
M3 - Review article
AN - SCOPUS:85190969046
VL - 5
SP - 1427
EP - 1428
JO - IEEE Transactions on Artificial Intelligence
JF - IEEE Transactions on Artificial Intelligence
IS - 4
ER -