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3. Measured characteristics of AI systems
3.1 Evaluation criteria
An evaluation criterion is a characteristic/property/attribute of a system that is considered to assess its value. The criteria most frequently used in AI are presented below.
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Performance
The performance of an AI system corresponds to the accuracy of its outputs. As specified in the VIM , a system will be considered accurate if it is faithful (low variability of outputs in the presence of low variability of input data) and fair (for low...
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Measured characteristics of AI systems
Evaluation campaigns: benchmarking, challenges and competitions
Bibliography
Standards and norms
- BIPM: International Vocabulary of Metrology – Fundamental and general concepts and associated terms (VIM) 3rd edition - JCGM 200 - 2012
https://www.bipm.org/utils/common/documents/jcgm/JCGM_200_2012.pdf
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METRICS project (2020-2023, funded by H2020) – Metrological evaluation and testing of robots in international competitions
The aim is to organize intelligent robot competitions in four fields: healthcare, agri-food, infrastructure inspection and maintenance, and agile production. In particular, the aim is to build a permanent structure bringing together all European skills to jointly provide a satisfactory...
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