ε-PAL: an active learning approach to the multi-objective optimization problem

Journal of Machine Learning Research, pp. 3619-3650, 2016.

Cited by: 34|Views14

Abstract:

In many fields one encounters the challenge of identifying out of a pool of possible designs those that simultaneously optimize multiple objectives. In many applications an exhaustive search for the Pareto-optimal set is infeasible. To address this challenge, we propose the e-Pareto Active Learning (e-PAL) algorithm which adaptively sampl...More

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