Explainable AI in industry

K Gade, SC Geyik, K Kenthapadi, V Mithal… - Proceedings of the 25th …, 2019 - dl.acm.org
explainability as part of AI/ML systems [7]. Then, we will focus on the application of explainability
techniques in industry, … / guidelines for using explainability techniques effectively and …

From artificial intelligence to explainable artificial intelligence in industry 4.0: a survey on what, how, and where

I Ahmed, G Jeon, F Piccialli - IEEE Transactions on Industrial …, 2022 - ieeexplore.ieee.org
… of AI, explainable artificial intelligence (XAI) based methods, and applications in Industry 4.0…
The dataset has been extracted using the keyword articles related to “Industry 4.0,” “IoT,” “AI,…

Explainable AI in industry: Practical challenges and lessons learned

K Gade, S Geyik, K Kenthapadi, V Mithal… - … Proceedings of the Web …, 2020 - dl.acm.org
… & tools for providing explainability as part of AI/ML systems [13]. Then… explainability techniques
in industry, wherein we present practical challenges & implications for using explainability

Explainable AI for industry 4.0: semantic representation of deep learning models

V Terziyan, O Vitko - Procedia Computer Science, 2022 - Elsevier
Explainable artificial intelligence is needed instead but … technique between blackbox models
and explainable (as well as … retraining the decision trees (explainable models) in between. …

Explainable AI for Industry 5.0: Vision, Architecture, and Potential Directions

C Trivedi, P Bhattacharya, VK Prasad… - … Journal of Industry …, 2024 - ieeexplore.ieee.org
… However, the models require explainability in the learning process. Thus, explainable AI (EXAI)
adds interpretability and improves the diagnosis of critical industrial processes, which …

Explainable AI: A brief survey on history, research areas, approaches and challenges

F Xu, H Uszkoreit, Y Du, W Fan, D Zhao… - … language processing and …, 2019 - Springer
… In recent years, the explainability and explainable AI have received increasing attention by
both research community and industry. This paper first introduces the history of Explainable AI

On the role of knowledge graphs in explainable AI

F Lecue - Semantic Web, 2020 - content.iospress.com
… (XAI) now refers to the core backup for industry to apply AI in products at scale, particularly
… , standing for eXplainable AI, when referencing to the explanation problem in AI. Answering …

Explainable AI in industry: practical challenges and lessons learned: implications tutorial

K Gade, SC Geyik, K Kenthapadi, V Mithal… - Proceedings of the 2020 …, 2020 - dl.acm.org
… , AI researchers and practitioners have focused their attention on explainable AI to help … In
fact, the field of explainability in AI/ML is at an inflexion point. There is a tremendous need from …

Towards industrial revolution 5.0 and explainable artificial intelligence: Challenges and opportunities.

I Taj, NZ Jhanjhi - International Journal of Computing and Digital …, 2022 - go.gale.com
… We discuss the relatively new concept of explainable AI in Section 4 and provide some
insights into the means of incorporating explainability into AI algorithms for Industry 5.0 …

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

A Adadi, M Berrada - IEEE access, 2018 - ieeexplore.ieee.org
… ABSTRACT At the dawn of the fourth industrial revolution, we are witnessing a fast and …
and rapidly growing body of research related to explainable AI. Through the lens of literature, we …