On the Safety of Interpretable Machine Learning: A Maximum Deviation Approach.

Dennis Wei Rahul Nair Amit Dhurandhar Kush R. Varshney Elizabeth M. Daly Moninder Singh

Published in: CoRR (2022)

Keyphrases

machine learning
learning algorithm
machine learning methods
machine learning algorithms
pattern recognition
text mining
natural language processing
supervised learning
information extraction

data mining
maximum number
learning systems
active learning
data analysis
knowledge discovery
explanation based learning
reinforcement learning

decision trees
feature selection
machine learning approaches
intelligent vehicles
supervised machine learning
machine learning and data mining
real world
computational biology

inductive logic programming
learning tasks
kernel methods
statistical methods
unsupervised learning
knowledge acquisition
natural language
computer science