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Scott M Lundberg

2 accepted papers

2020

Understanding Global Feature Contributions With Additive Importance Measures

NeurIPS 2020poster

Understanding the inner workings of complex machine learning models is a long-standing problem and most recent research has focused on local interpretability. To assess the role of individual input features in a global sense, we explore the perspective of defining feature importance through the pred…