Does Dataset Complexity Matters for Model Explainers?

2021 IEEE International Conference on Big Data (Big Data)(2021)

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摘要
Strategies based on Explainable Artificial Intelligence - XAI have emerged in computing to promote a better understanding of predictions made by black box models. Most XAI measures used today explain these types of models, generating attribute rankings aimed at explaining the model, that is, the analysis of Attribute Importance of Model. There is no consensus on which XAI measure generates an over...
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关键词
Analytical models,Computational modeling,Conferences,Big Data,Predictive models,Benchmark testing,Data models
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