HomOpt: A Homotopy-Based Hyperparameter Optimization Method.
Sophia J. AbrahamKehelwala D. G. MadurangaJeffery KinnisonZachariah CarmichaelJonathan D. HauensteinWalter J. ScheirerPublished in: CoRR (2023)
Keyphrases
- optimization method
- optimization algorithm
- gaussian processes
- optimization methods
- differential evolution
- simulated annealing
- evolutionary algorithm
- global optimum
- genetic algorithm
- optimization procedure
- optimization process
- nonlinear optimization
- particle swarm
- hyperparameters
- metaheuristic
- model selection
- search algorithm
- gaussian process
- quasi newton
- maximum a posteriori
- fixed point
- neural network
- multi objective
- nelder mead simplex
- hybrid algorithm
- em algorithm
- neural network training