Explainable AI Within the Digital Transformation and Cyber Physical Systems

Explainable AI Within the Digital Transformation and Cyber Physical Systems

XAI Methods and Applications

Sayed-Mouchaweh, Moamar

Springer Nature Switzerland AG

10/2021

198

Dura

Inglês

9783030764081

15 a 20 dias

483

Descrição não disponível.
Introduction.- Part 1 Methods used to generate explainable models.- Explainable Artificial Intelligence (XAI).- intrinsic explainable models.- model-agnostic methods.- Part 2 Evaluation layout and meaningful criteria.- expressive power.- portability evaluation layout.- accuracy evaluation layout.- algorithmic complexity.- fidelity evaluation.- stability evaluation.- representativeness evaluation layout.- local/global explanation.- Part 3 XAI applications within the context of digital transformation and cyber-physical systems.- applications of XAI in decision support tools.- smart energy management.- finance.- telemedicine and healthcare.- critical systems.- e-government.- Conclusion.
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Explainable Artificial Intelligence (XAI);Digital Transformation and Cyber Physical Systems;XAI applications;explainable models in XAI;Linear regression;Logistic regression;Decision trees