The Limitations of Optimization from Samples
The Limitations of Optimization from Samples
In this article, we consider the following question: Can we optimize objective functions from the training data we use to learn them? We formalize this question through a novel framework we call optimization from samples ( OPS ). In OPS , we are given sampled values of a function drawn …