Considerations when learning additive explanations for black-box models

This publication has 40 references indexed in Scilit:

• Intelligible Models for HealthCare
  2015
• On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation
  PLOS ONE, 2015
• Sobol' Indices and Shapley Value
  SIAM/ASA Journal on Uncertainty Quantification, 2014
• Explaining prediction models and individual predictions with feature contributions
  Knowledge and Information Systems, 2013
• VIKAMINE – Open-Source Subgroup Discovery, Pattern Mining, and Analytics
  Lecture Notes in Computer Science, 2012
• Prototype selection for interpretable classification
  The Annals of Applied Statistics, 2011
• Report of the Editors—2010
  Journal of the Royal Statistical Society Series B: Statistical Methodology, 2011
• Predictive learning via rule ensembles
  The Annals of Applied Statistics, 2008
• Greedy function approximation: A gradient boosting machine.
  The Annals of Statistics, 2001
• Rule generation from neural networks
  IEEE Transactions on Systems, Man, and Cybernetics, 1994