Construct · 1 fields · 1 citations

local interpretable model-agnostic explanations: a standalone construct

One name. One construct. A landmark on the map.

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local interpretablemodel-agnostic explanations1 CONSTRUCTLocal interpretableRIBEIRO · MACHINE LEARNING

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Machine learning

explaining one prediction of any classifier by fitting a simple interpretable model to the classifier's behavior near that instance.

In machine learning, local interpretable model-agnostic explanations refers to explaining one prediction of any classifier by fitting a simple interpretable model to the classifier's behavior near that instance. This meaning comes from Ribeiro (2016) in Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.[1]

Unit
Recovery means
Measured by

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Nearby constructs

knowledge6 fields · 12 citationsjingle · one name, six constructslearning6 fields · 14 citationsjingle · one name, six constructsmine2 fields · 2 citationsjingle · one word, two constructs

References

  1. Ribeiro, M. T., Singh, S., & Guestrin, C. (2016). "Why Should I Trust You?": Explaining the Predictions of Any Classifier. Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining. https://doi.org/10.1145/2939672.2939778

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