International Business Machines Corporation
MULTI-LEVEL MULTI-OBJECTIVE AUTOMATED MACHINE LEARNING

Abstract:

Multi-level objectives improve efficiency of multi-objective automated machine learning. A hyperband framework is established with a kernel density estimator to shrink the search space based on evaluation of lower-level objectives. A Gaussian prior assumption directly shrinks the search space to find a main objective.