Why Should I Trust You: Explaining the Predictions of Any Classifier ​

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Authors: Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin
Year: 2017
Journal: KDD
DOI: 10.1145/2939672.2939778
Publisher: https://arxiv.org/abs/1602.04938

Keywords: lime, interpretability

Abstract ​

We propose LIME a novel explanation technique that explains the predictions of any classifier in an interpretable and faithful manner.

Cite this paper ​

@misc{lime2017,
  title  = {Why Should I Trust You: Explaining the Predictions of Any Classifier},
  author = {Marco Tulio Ribeiro, Sameer Singh, Carlos Guestrin},
  year   = {2017},
  journal = {KDD},
  doi    = {10.1145/2939672.2939778},
  url    = {https://doi.org/10.1145/2939672.2939778},
}

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