Justification Narratives for Individual Classifications

  title={Justification Narratives for Individual Classifications},
  author={Or Biran and Kathleen McKeown and Biran McKeown},
Machine learning models are now used extensively for decision making in diverse applications, but for non-experts they are essentially black boxes. While there has been some work on the explanation of classifications, these are targeted at the expert user. For the non-expert, a better model is one of justification not detailing how the model made its decision, but justifying it to the human user on his or her terms. In this paper we introduce the idea of a justification narrative: a simple… CONTINUE READING
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