Explainable Artificial Intelligence for Intelligent Transportation Systems
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Sprache:Englisch
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eBook Format:PDF
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inkl. gesetzl. MwSt.Beschreibung
Produktdetails
Format
Kopierschutz
Ja
Family Sharing
Nein
Text-to-Speech
Nein
Erscheinungsdatum
20.10.2023
Herausgeber
Amina Adadi + weitereVerlag
Taylor & Francis eBooksSeitenzahl
286 (Printausgabe)
Auflage
1. Auflage
Sprache
Englisch
EAN
9781000968439
Artificial Intelligence (AI) and Machine Learning (ML) are set to revolutionize all industries, and the Intelligent Transportation Systems (ITS) field is no exception. While ML, especially deep learning models, achieve great performance in terms of accuracy, the outcomes provided are not amenable to human scrutiny and can hardly be explained. This can be very problematic, especially for systems of a safety-critical nature such as transportation systems. Explainable AI (XAI) methods have been proposed to tackle this issue by producing human interpretable representations of machine learning models while maintaining performance. These methods hold the potential to increase public acceptance and trust in AI-based ITS.
FEATURES:
- Provides the necessary background for newcomers to the field (both academics and interested practitioners)
- Presents a timely snapshot of explainable and interpretable models in ITS applications
- Discusses ethical, societal, and legal implications of adopting XAI in the context of ITS
- Identifies future research directions and open problems
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