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Explainable Artificial Intelligence for Intelligent Transportation Systems
Hardcover
Technology & EngineeringGeneral Computers
ISBN13: 9781032344577
Publisher: Crc Pr Inc
Published: Oct 20 2023
Pages: 276
Weight: 1.57
Height: 0.69 Width: 7.00 Depth: 10.00
Language: English
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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