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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
This volume contains the proceedings from the COSPAR Colloquium on "Space Remote Sensing of Subtropical Oceans" which took place between 12 and 16 September, 1996, at the Institute of Oceanography of the National Taiwan University. Included are contributions addressing the issue, from scientific points of views, of why the first scientific satellite of Taiwan, ROCSAT-1, should be equipped with the Ocean Colour Imager (OCI) for oceanographic investigations.
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Nature-inspired VLSI circuit technology offers unique approach for studying, analyzing, designing, and implementing VLSI circuits through perception, reasoning and action mimicking the nature. Such circuit technology covers various aspects of nature-inspired VLSI circuit design techniques, such as the design rule bases, design principles, computing and information processing algorithms, sensing and interfacing techniques, energy harvesting and power management.
The twenty-sixth session of the Committee on Fisheries (COFI) was held in Rome, Italy, from 7 to 11 March 2005. The Committee reviewed the issues of an international character and the programme of work of the FAO Fisheries Department in fisheries and aquaculture. The Committee commended FAO on its report on the implementation of the Code of Conduct for Responsible Fisheries and its associated instruments and called for a "decade of implementation" of the various instruments developed to ensure responsible fisheries. The Committee called upon Members to accept, ratify or accede to, as appropriate, these instruments. The Committee encouraged FAO to elaborate additional guidelines in support of...
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