XPROAX-Local explanations for text classification with progressive neighborhood approximation

2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)(2021)

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摘要
The importance of the neighborhood for training a local surrogate model to approximate the local decision boundary of a black box classifier has been already highlighted in the literature. Several attempts have been made to construct a better neighborhood for high dimensional data, like texts, by using generative autoencoders. However, existing approaches mainly generate neighbors by selecting pur...
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关键词
Training,Interpolation,Conferences,Text categorization,Data science,Stability analysis,Thermal stability
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