Gradient-Based Attribution Methods

• Published in: Explainable AI: Interpreting, Explaining and Visualizing Deep Learning Vol. 11700; pp. 169 - 191
• Main Authors: Ancona, Marco, Ceolini, Enea, Öztireli, Cengiz, Gross, Markus
• Format: Book Chapter
• Language: English
• Published: Switzerland Springer International Publishing AG 2019; Springer International Publishing
• Series: Lecture Notes in Computer Science
• Subjects: Attribution methods; Deep Neural Networks; Explainable artificial intelligence

The problem of explaining complex machine learning models, including Deep Neural Networks, has gained increasing attention over the last few years. While several methods have been proposed to explain network predictions, the definition itself of explanation is still debated. Moreover, only a few att...