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Human Evaluation of Models Built for Interpretability

Recent years have seen a boom in interest in interpretable machine learning systems built on models that can be understood, at least to some degree, by domain experts. However, exactly what kinds of models are truly human-interpretable remains poorly understood. This work advances our understanding...

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Detalhes bibliográficos
Publicado no:Proc AAAI Conf Hum Comput Crowdsourc
Main Authors: Lage, Isaac, Chen, Emily, He, Jeffrey, Narayanan, Menaka, Kim, Been, Gershman, Samuel J., Doshi-Velez, Finale
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7899148/
https://ncbi.nlm.nih.gov/pubmed/33623933
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