Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386644048> ?p ?o ?g. }
Showing items 1 to 63 of
63
with 100 items per page.
- W4386644048 abstract "Bayesian optimization (BO) suffers from long computing times when processing highly-dimensional or large data sets. These long computing times are a result of the Gaussian process surrogate model having a polynomial time complexity with the number of experiments. Running BO on high-dimensional or massive data sets becomes intractable due to this time complexity scaling, in turn, hindering experimentation. Alternative surrogate models have been developed to reduce the computing utilization of the BO procedure, however, these methods require mathematical alteration of the inherit surrogate function, pigeonholing use into only that function. In this paper, we demonstrate a generalizable BO wrapper of memory pruning and bounded optimization, capable of being used with any surrogate model and acquisition function. Using this memory pruning approach, we show a decrease in wall-clock computing times per experiment of BO from a polynomially increasing pattern to a sawtooth pattern that has a non-increasing trend without sacrificing convergence performance. Furthermore, we illustrate the generalizability of the approach across two unique data sets, two unique surrogate models, and four unique acquisition functions. All model implementations are run on the MIT Supercloud state-of-the-art computing hardware." @default.
- W4386644048 created "2023-09-13" @default.
- W4386644048 creator A5020179556 @default.
- W4386644048 creator A5023456690 @default.
- W4386644048 date "2023-09-08" @default.
- W4386644048 modified "2023-10-18" @default.
- W4386644048 title "Decreasing the Computing Time of Bayesian Optimization using Generalizable Memory Pruning" @default.
- W4386644048 doi "https://doi.org/10.48550/arxiv.2309.04510" @default.
- W4386644048 hasPublicationYear "2023" @default.
- W4386644048 type Work @default.
- W4386644048 citedByCount "0" @default.
- W4386644048 crossrefType "posted-content" @default.
- W4386644048 hasAuthorship W4386644048A5020179556 @default.
- W4386644048 hasAuthorship W4386644048A5023456690 @default.
- W4386644048 hasBestOaLocation W43866440481 @default.
- W4386644048 hasConcept C107673813 @default.
- W4386644048 hasConcept C108010975 @default.
- W4386644048 hasConcept C11413529 @default.
- W4386644048 hasConcept C119857082 @default.
- W4386644048 hasConcept C121332964 @default.
- W4386644048 hasConcept C131675550 @default.
- W4386644048 hasConcept C14036430 @default.
- W4386644048 hasConcept C154945302 @default.
- W4386644048 hasConcept C163716315 @default.
- W4386644048 hasConcept C2778049539 @default.
- W4386644048 hasConcept C41008148 @default.
- W4386644048 hasConcept C61326573 @default.
- W4386644048 hasConcept C62520636 @default.
- W4386644048 hasConcept C6557445 @default.
- W4386644048 hasConcept C78458016 @default.
- W4386644048 hasConcept C86803240 @default.
- W4386644048 hasConceptScore W4386644048C107673813 @default.
- W4386644048 hasConceptScore W4386644048C108010975 @default.
- W4386644048 hasConceptScore W4386644048C11413529 @default.
- W4386644048 hasConceptScore W4386644048C119857082 @default.
- W4386644048 hasConceptScore W4386644048C121332964 @default.
- W4386644048 hasConceptScore W4386644048C131675550 @default.
- W4386644048 hasConceptScore W4386644048C14036430 @default.
- W4386644048 hasConceptScore W4386644048C154945302 @default.
- W4386644048 hasConceptScore W4386644048C163716315 @default.
- W4386644048 hasConceptScore W4386644048C2778049539 @default.
- W4386644048 hasConceptScore W4386644048C41008148 @default.
- W4386644048 hasConceptScore W4386644048C61326573 @default.
- W4386644048 hasConceptScore W4386644048C62520636 @default.
- W4386644048 hasConceptScore W4386644048C6557445 @default.
- W4386644048 hasConceptScore W4386644048C78458016 @default.
- W4386644048 hasConceptScore W4386644048C86803240 @default.
- W4386644048 hasLocation W43866440481 @default.
- W4386644048 hasOpenAccess W4386644048 @default.
- W4386644048 hasPrimaryLocation W43866440481 @default.
- W4386644048 hasRelatedWork W2950792054 @default.
- W4386644048 hasRelatedWork W2979563324 @default.
- W4386644048 hasRelatedWork W3091100449 @default.
- W4386644048 hasRelatedWork W3200761280 @default.
- W4386644048 hasRelatedWork W4237912051 @default.
- W4386644048 hasRelatedWork W4292081304 @default.
- W4386644048 hasRelatedWork W4320458320 @default.
- W4386644048 hasRelatedWork W4362602242 @default.
- W4386644048 hasRelatedWork W4372259860 @default.
- W4386644048 hasRelatedWork W4380627621 @default.
- W4386644048 isParatext "false" @default.
- W4386644048 isRetracted "false" @default.
- W4386644048 workType "article" @default.