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Explainable AI Within the Digital Transformation and Cyber Physical Systems

XAI Methods and Applications

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Éditeur :

Springer


Paru le : 2021-10-30



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Description
This book presents Explainable Artificial Intelligence (XAI), which aims at producing explainable models that enable human users to understand and appropriately trust the obtained results. The authors discuss the challenges involved in making machine learning-based AI explainable. Firstly, that the explanations must be adapted to different stakeholders (end-users, policy makers, industries, utilities etc.) with different levels of technical knowledge (managers, engineers, technicians, etc.) in different application domains. Secondly, that it is important to develop an evaluation framework and standards in order to measure the effectiveness of the provided explanations at the human and the technical levels. This book gathers research contributions aiming at the development and/or the use of XAI techniques in order to address the aforementioned challenges in different applications such as healthcare, finance, cybersecurity, and document summarization. It allows highlighting the benefitsand requirements of using explainable models in different application domains in order to provide guidance to readers to select the most adapted models to their specified problem and conditions.
Includes recent developments of the use of Explainable Artificial Intelligence (XAI) in order to address the challenges of digital transition and cyber-physical systems;Provides a textual scientific description of the use of XAI in order to address the challenges of digital transition and cyber-physical systems;Presents examples and case studies in order to increase transparency and understanding of the methodological concepts.
Pages
198 pages
Collection
n.c
Parution
2021-10-30
Marque
Springer
EAN papier
9783030764081
EAN PDF
9783030764098
Informations sur l'ebook
Nombre pages copiables
1
Nombre pages imprimables
19
Taille du fichier
7045 Ko
Ce livre est accessible aux handicaps Voir les informations sur l'accessibilité
Prix
179,34 €
EAN EPUB
9783030764098
Informations sur l'ebook
Nombre pages copiables
1
Nombre pages imprimables
19
Taille du fichier
21729 Ko
Ce livre est accessible aux handicaps Voir les informations sur l'accessibilité
Prix
179,34 €

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