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cs.NE2024
Decomposition of Difficulties in Complex Optimization Problems Using a Bilevel Approach
Ankur Sinha, Dhaval Pujara, Hemant Kumar Singh
Practical optimization problems may contain different kinds of difficulties that are often not tractable if one relies on a particular optimization method. Different optimization a…
cs.LG2024★ 6 cited
A Linear Programming Enhanced Genetic Algorithm for Hyperparameter Tuning in Machine Learning
Ankur Sinha, Paritosh Pankaj
In this paper, we formulate the hyperparameter tuning problem in machine learning as a bilevel program. The bilevel program is solved using a micro genetic algorithm that is enhanc…