FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2995323718> ?p ?o ?g. }

• W2995323718 abstract "Abstract Influenza activity is subject to environmental factors. Accurate forecasting of influenza epidemics would permit timely and effective implementation of public health interventions, but it remains challenging. In this study, we aimed to develop random forest (RF) regression models including meterological factors to predict seasonal influenza activity in Jiangsu provine, China. Coefficient of determination (R 2 ) and mean absolute percentage error (MAPE) were employed to evaluate the models' performance. Three RF models with optimum parameters were constructed to predict influenza like illness (ILI) activity, influenza A and B (Flu-A and Flu-B) positive rates in Jiangsu. The models for Flu-B and ILI presented excellent performance with MAPEs <10%. The predicted values of the Flu-A model also matched the real trend very well, although its MAPE reached to 19.49% in the test set. The lagged dependent variables were vital predictors in each model. Seasonality was more pronounced in the models for ILI and Flu-A. The modification effects of the meteorological factors and their lagged terms on the prediction accuracy differed across the three models, while temperature always played an important role. Notably, atmospheric pressure made a major contribution to ILI and Flu-B forecasting. In brief, RF models performed well in influenza activity prediction. Impacts of meteorological factors on the predictive models for influenza activity are type-specific." @default.
• W2995323718 created "2019-12-26" @default.
• W2995323718 creator A5007012470 @default.
• W2995323718 creator A5014835646 @default.
• W2995323718 creator A5019854401 @default.
• W2995323718 creator A5021517739 @default.
• W2995323718 creator A5028677741 @default.
• W2995323718 creator A5030538673 @default.
• W2995323718 creator A5041673005 @default.
• W2995323718 creator A5062648733 @default.
• W2995323718 creator A5073127545 @default.
• W2995323718 creator A5073166875 @default.
• W2995323718 date "2019-01-01" @default.
• W2995323718 modified "2023-10-15" @default.
• W2995323718 title "Influenza activity prediction using meteorological factors in a warm temperate to subtropical transitional zone, Eastern China" @default.
• W2995323718 cites W1970729574 @default.
• W2995323718 cites W1980410354 @default.
• W2995323718 cites W2000776863 @default.
• W2995323718 cites W2005174722 @default.
• W2995323718 cites W2029204922 @default.
• W2995323718 cites W2057408069 @default.
• W2995323718 cites W2066296745 @default.
• W2995323718 cites W2100253428 @default.
• W2995323718 cites W2101660588 @default.
• W2995323718 cites W2108144722 @default.
• W2995323718 cites W2117239687 @default.
• W2995323718 cites W2141130672 @default.
• W2995323718 cites W2142941324 @default.
• W2995323718 cites W2168583887 @default.
• W2995323718 cites W2169258494 @default.
• W2995323718 cites W2179112849 @default.
• W2995323718 cites W2470709840 @default.
• W2995323718 cites W2520067989 @default.
• W2995323718 cites W2556073723 @default.
• W2995323718 cites W2618691996 @default.
• W2995323718 cites W2749843443 @default.
• W2995323718 cites W2751539073 @default.
• W2995323718 cites W2766171294 @default.
• W2995323718 cites W2775569101 @default.
• W2995323718 cites W2801974413 @default.
• W2995323718 cites W2805976575 @default.
• W2995323718 cites W2808945087 @default.
• W2995323718 cites W2884054918 @default.
• W2995323718 cites W2899570819 @default.
• W2995323718 cites W2911964244 @default.
• W2995323718 cites W2918656379 @default.
• W2995323718 cites W4206641844 @default.
• W2995323718 doi "https://doi.org/10.1017/s0950268819002140" @default.
• W2995323718 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7006024" @default.
• W2995323718 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/31858924" @default.
• W2995323718 hasPublicationYear "2019" @default.
• W2995323718 type Work @default.
• W2995323718 sameAs 2995323718 @default.
• W2995323718 citedByCount "10" @default.
• W2995323718 countsByYear W29953237182020 @default.
• W2995323718 countsByYear W29953237182021 @default.
• W2995323718 countsByYear W29953237182022 @default.
• W2995323718 countsByYear W29953237182023 @default.
• W2995323718 crossrefType "journal-article" @default.
• W2995323718 hasAuthorship W2995323718A5007012470 @default.
• W2995323718 hasAuthorship W2995323718A5014835646 @default.
• W2995323718 hasAuthorship W2995323718A5019854401 @default.
• W2995323718 hasAuthorship W2995323718A5021517739 @default.
• W2995323718 hasAuthorship W2995323718A5028677741 @default.
• W2995323718 hasAuthorship W2995323718A5030538673 @default.
• W2995323718 hasAuthorship W2995323718A5041673005 @default.
• W2995323718 hasAuthorship W2995323718A5062648733 @default.
• W2995323718 hasAuthorship W2995323718A5073127545 @default.
• W2995323718 hasAuthorship W2995323718A5073166875 @default.
• W2995323718 hasBestOaLocation W29953237181 @default.
• W2995323718 hasConcept C105795698 @default.
• W2995323718 hasConcept C125403950 @default.
• W2995323718 hasConcept C126322002 @default.
• W2995323718 hasConcept C139945424 @default.
• W2995323718 hasConcept C14168384 @default.
• W2995323718 hasConcept C149782125 @default.
• W2995323718 hasConcept C150217764 @default.
• W2995323718 hasConcept C153294291 @default.
• W2995323718 hasConcept C18903297 @default.
• W2995323718 hasConcept C205649164 @default.
• W2995323718 hasConcept C2779134260 @default.
• W2995323718 hasConcept C3008058167 @default.
• W2995323718 hasConcept C3018751465 @default.
• W2995323718 hasConcept C33923547 @default.
• W2995323718 hasConcept C39432304 @default.
• W2995323718 hasConcept C45804977 @default.
• W2995323718 hasConcept C524204448 @default.
• W2995323718 hasConcept C71924100 @default.
• W2995323718 hasConcept C86803240 @default.
• W2995323718 hasConceptScore W2995323718C105795698 @default.
• W2995323718 hasConceptScore W2995323718C125403950 @default.
• W2995323718 hasConceptScore W2995323718C126322002 @default.
• W2995323718 hasConceptScore W2995323718C139945424 @default.
• W2995323718 hasConceptScore W2995323718C14168384 @default.
• W2995323718 hasConceptScore W2995323718C149782125 @default.
• W2995323718 hasConceptScore W2995323718C150217764 @default.
• W2995323718 hasConceptScore W2995323718C153294291 @default.
• W2995323718 hasConceptScore W2995323718C18903297 @default.
• W2995323718 hasConceptScore W2995323718C205649164 @default.
• W2995323718 hasConceptScore W2995323718C2779134260 @default.

• next