Melody: Generating and Visualizing Machine Learning Model Summary to Understand Data and Classifiers Together

With the increasing sophistication of machine learning models, there are growing trends of developing model explanation techniques that focus on only one instance (local explanation) to ensure faithfulness to the original model. While these techniques provide accurate model interpretability on vario...

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Hauptverfasser: Chan, Gromit Yeuk-Yin, Bertini, Enrico, Nonato, Luis Gustavo, Barr, Brian, Silva, Claudio T
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Sprache:eng
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