Paper Notes: Layer-Wise Relevance Propagation for Pixel-Wise Explanations

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Paper: Bach, S., Binder, A., Montavon, G., Klauschen, F., Müller, K. R., & Samek, W. (2015). On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation. PLOS ONE. [PDF]

Overview

Background and Motivation

The LRP Framework

Basic Principle

Propagation Rules

Mathematical Formulation

Experiments

Key Takeaways

My Understanding

Conclusion

This is a reading note from my study of interpretable machine learning methods.