Matches in SemOpenAlex for { <https://semopenalex.org/work/W4318948614> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4318948614 abstract "<strong class=journal-contentHeaderColor>Abstract.</strong> Geoscientific models are simplified representations of complex earth and environmental systems (EESs). Compared with physics-based numerical models, data-driven modeling has gained popularity due mainly to data proliferation in EESs and the ability to perform prediction without requiring explicit mathematical representation of complex biophysical processes. However, because of the black-box nature of data-driven models, their performance cannot be guaranteed. To address this issue, we developed a generalizable framework for the improvement of the efficiency and effectiveness of model training and the reduction of model overfitting. This framework consists of two parts: hyperparameter selection based on Sobol global sensitivity analysis, and hyperparameter tuning using a Bayesian optimization approach. We demonstrated the framework efficacy through a case study of daily edge-of-field (EOF) runoff predictions by a tree-based data-driven model using eXtreme Gradient Boosting (XGBoost) algorithm in the Maumee domain, U.S. This framework contributes towards improving the performance of a variety of data-driven models and can thus help promote their applications in EESs." @default.
- W4318948614 created "2023-02-03" @default.
- W4318948614 creator A5032752009 @default.
- W4318948614 date "2023-02-02" @default.
- W4318948614 modified "2023-09-26" @default.
- W4318948614 title "Reply on RC2" @default.
- W4318948614 doi "https://doi.org/10.5194/egusphere-2022-815-ac3" @default.
- W4318948614 hasPublicationYear "2023" @default.
- W4318948614 type Work @default.
- W4318948614 citedByCount "0" @default.
- W4318948614 crossrefType "peer-review" @default.
- W4318948614 hasAuthorship W4318948614A5032752009 @default.
- W4318948614 hasBestOaLocation W43189486141 @default.
- W4318948614 hasConcept C111919701 @default.
- W4318948614 hasConcept C119857082 @default.
- W4318948614 hasConcept C124101348 @default.
- W4318948614 hasConcept C127413603 @default.
- W4318948614 hasConcept C127705205 @default.
- W4318948614 hasConcept C154945302 @default.
- W4318948614 hasConcept C162307627 @default.
- W4318948614 hasConcept C199360897 @default.
- W4318948614 hasConcept C21200559 @default.
- W4318948614 hasConcept C22019652 @default.
- W4318948614 hasConcept C24326235 @default.
- W4318948614 hasConcept C2777062904 @default.
- W4318948614 hasConcept C2777655017 @default.
- W4318948614 hasConcept C2777904410 @default.
- W4318948614 hasConcept C41008148 @default.
- W4318948614 hasConcept C49740808 @default.
- W4318948614 hasConcept C50644808 @default.
- W4318948614 hasConcept C8642999 @default.
- W4318948614 hasConceptScore W4318948614C111919701 @default.
- W4318948614 hasConceptScore W4318948614C119857082 @default.
- W4318948614 hasConceptScore W4318948614C124101348 @default.
- W4318948614 hasConceptScore W4318948614C127413603 @default.
- W4318948614 hasConceptScore W4318948614C127705205 @default.
- W4318948614 hasConceptScore W4318948614C154945302 @default.
- W4318948614 hasConceptScore W4318948614C162307627 @default.
- W4318948614 hasConceptScore W4318948614C199360897 @default.
- W4318948614 hasConceptScore W4318948614C21200559 @default.
- W4318948614 hasConceptScore W4318948614C22019652 @default.
- W4318948614 hasConceptScore W4318948614C24326235 @default.
- W4318948614 hasConceptScore W4318948614C2777062904 @default.
- W4318948614 hasConceptScore W4318948614C2777655017 @default.
- W4318948614 hasConceptScore W4318948614C2777904410 @default.
- W4318948614 hasConceptScore W4318948614C41008148 @default.
- W4318948614 hasConceptScore W4318948614C49740808 @default.
- W4318948614 hasConceptScore W4318948614C50644808 @default.
- W4318948614 hasConceptScore W4318948614C8642999 @default.
- W4318948614 hasLocation W43189486141 @default.
- W4318948614 hasOpenAccess W4318948614 @default.
- W4318948614 hasPrimaryLocation W43189486141 @default.
- W4318948614 hasRelatedWork W2752852504 @default.
- W4318948614 hasRelatedWork W2948863132 @default.
- W4318948614 hasRelatedWork W2989932438 @default.
- W4318948614 hasRelatedWork W2999818701 @default.
- W4318948614 hasRelatedWork W3099765033 @default.
- W4318948614 hasRelatedWork W4210794429 @default.
- W4318948614 hasRelatedWork W4223456145 @default.
- W4318948614 hasRelatedWork W4283732135 @default.
- W4318948614 hasRelatedWork W4295309597 @default.
- W4318948614 hasRelatedWork W4312706017 @default.
- W4318948614 isParatext "false" @default.
- W4318948614 isRetracted "false" @default.
- W4318948614 workType "peer-review" @default.