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Understanding surrogate explanations: the interplay between complexity,
  fidelity and coverage

Understanding surrogate explanations: the interplay between complexity, fidelity and coverage

9 July 2021
Rafael Poyiadzi
X. Renard
Thibault Laugel
Raúl Santos-Rodríguez
Marcin Detyniecki
ArXiv (abs)PDFHTML

Papers citing "Understanding surrogate explanations: the interplay between complexity, fidelity and coverage"

2 / 2 papers shown
Title
Local Rule-Based Explanations of Black Box Decision Systems
Local Rule-Based Explanations of Black Box Decision Systems
Riccardo Guidotti
A. Monreale
Salvatore Ruggieri
D. Pedreschi
Franco Turini
F. Giannotti
136
438
0
28 May 2018
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
"Why Should I Trust You?": Explaining the Predictions of Any Classifier
Marco Tulio Ribeiro
Sameer Singh
Carlos Guestrin
FAttFaML
1.2K
17,033
0
16 Feb 2016
1