Improving Hyperparameter Optimization with Checkpointed Model Weights.
Nikhil MehtaJonathan LorraineSteve MassonRamanathan ArunachalamZaid Pervaiz BhatJames LucasArun George ZachariahPublished in: CoRR (2024)
Keyphrases
- mathematical model
- data sets
- objective function
- probabilistic model
- theoretical analysis
- optimization model
- optimization method
- statistical model
- conceptual model
- sensitivity analysis
- computational model
- global optimization
- em algorithm
- prediction model
- similarity measure
- genetic algorithm
- simulation model
- hyperparameters
- optimization process
- constrained optimization
- weighting scheme
- energy function
- regression model
- parameter estimation
- model selection
- input data
- optimization problems
- cost function
- pairwise
- high level
- information retrieval