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

12 citations · 19 across the 4 of their papers we have counts for

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cs.HC2022

Visual Exploration of Machine Learning Model Behavior with Hierarchical Surrogate Rule Sets

Jun Yuan, Brian Barr, Kyle Overton +1

One of the potential solutions for model interpretation is to train a surrogate model: a more transparent model that approximates the behavior of the model to be explained. Typical…

cs.HC2020★ 12 cited

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

Gromit Yeuk-Yin Chan, Enrico Bertini, Luis Gustavo Nonato +2

With the increasing sophistication of machine learning models, there are growing trends of developing model explanation techniques that focus on only one instance (local explanatio…