A Robust Optimization Approach to Deep Learning.

Dimitris Bertsimas Xavier Boix Kimberly Villalobos Carballo Dick den Hertog

Published in: CoRR (2021)

Keyphrases

deep learning
robust optimization
mathematical programming
unsupervised learning
machine learning
weakly supervised
unsupervised feature learning
lot sizing
theoretical framework
mental models
semidefinite programming
object detection
model selection
decision theory