Matches in SemOpenAlex for { <https://semopenalex.org/work/W4296474377> ?p ?o ?g. }
Showing items 1 to 64 of
64
with 100 items per page.
- W4296474377 abstract "Road traffic accidents (RTA) are a major cause of death and injury around the world. The use of Supervised learning (SL) methods to understand the frequency and injury-severity of RTAs are of utmost importance in designing appropriate interventions. Data on RTAs that occurred in the city of Cape Town during 2015-2017 are used for this study. The data contain the injury-severity (no injury, slight, serious and fatal injury) of the RTAs as well as several accident-related variables. Additional locational and situational variables were added to the dataset. Four training datasets were analysed: the original imbalanced data, data with the minority class over-sampled, data with the majority class under-sampled and data with synthetically created observations. The performance of different SL methods were compared using accuracy, recall, precision and F1 score evaluation metrics and based on the average recall the ANN was selected as the best performing model on the validation data." @default.
- W4296474377 created "2022-09-21" @default.
- W4296474377 creator A5023569110 @default.
- W4296474377 creator A5029364233 @default.
- W4296474377 creator A5091894195 @default.
- W4296474377 date "2022-06-29" @default.
- W4296474377 modified "2023-09-29" @default.
- W4296474377 title "Cape Town road traffic accident analysis: Utilising supervised learning techniques and discussing their effectiveness" @default.
- W4296474377 doi "https://doi.org/10.4995/carma2022.2022.15041" @default.
- W4296474377 hasPublicationYear "2022" @default.
- W4296474377 type Work @default.
- W4296474377 citedByCount "0" @default.
- W4296474377 crossrefType "proceedings-article" @default.
- W4296474377 hasAuthorship W4296474377A5023569110 @default.
- W4296474377 hasAuthorship W4296474377A5029364233 @default.
- W4296474377 hasAuthorship W4296474377A5091894195 @default.
- W4296474377 hasBestOaLocation W42964743771 @default.
- W4296474377 hasConcept C100660578 @default.
- W4296474377 hasConcept C118552586 @default.
- W4296474377 hasConcept C119857082 @default.
- W4296474377 hasConcept C127413603 @default.
- W4296474377 hasConcept C154945302 @default.
- W4296474377 hasConcept C15744967 @default.
- W4296474377 hasConcept C180747234 @default.
- W4296474377 hasConcept C22212356 @default.
- W4296474377 hasConcept C27415008 @default.
- W4296474377 hasConcept C2777212361 @default.
- W4296474377 hasConcept C2985695025 @default.
- W4296474377 hasConcept C2989506057 @default.
- W4296474377 hasConcept C41008148 @default.
- W4296474377 hasConcept C77805123 @default.
- W4296474377 hasConcept C9114305 @default.
- W4296474377 hasConceptScore W4296474377C100660578 @default.
- W4296474377 hasConceptScore W4296474377C118552586 @default.
- W4296474377 hasConceptScore W4296474377C119857082 @default.
- W4296474377 hasConceptScore W4296474377C127413603 @default.
- W4296474377 hasConceptScore W4296474377C154945302 @default.
- W4296474377 hasConceptScore W4296474377C15744967 @default.
- W4296474377 hasConceptScore W4296474377C180747234 @default.
- W4296474377 hasConceptScore W4296474377C22212356 @default.
- W4296474377 hasConceptScore W4296474377C27415008 @default.
- W4296474377 hasConceptScore W4296474377C2777212361 @default.
- W4296474377 hasConceptScore W4296474377C2985695025 @default.
- W4296474377 hasConceptScore W4296474377C2989506057 @default.
- W4296474377 hasConceptScore W4296474377C41008148 @default.
- W4296474377 hasConceptScore W4296474377C77805123 @default.
- W4296474377 hasConceptScore W4296474377C9114305 @default.
- W4296474377 hasLocation W42964743771 @default.
- W4296474377 hasLocation W42964743772 @default.
- W4296474377 hasOpenAccess W4296474377 @default.
- W4296474377 hasPrimaryLocation W42964743771 @default.
- W4296474377 hasRelatedWork W2961085424 @default.
- W4296474377 hasRelatedWork W3046775127 @default.
- W4296474377 hasRelatedWork W3107474891 @default.
- W4296474377 hasRelatedWork W3209574120 @default.
- W4296474377 hasRelatedWork W4205958290 @default.
- W4296474377 hasRelatedWork W4285260836 @default.
- W4296474377 hasRelatedWork W4286629047 @default.
- W4296474377 hasRelatedWork W4306321456 @default.
- W4296474377 hasRelatedWork W4306674287 @default.
- W4296474377 hasRelatedWork W4224009465 @default.
- W4296474377 isParatext "false" @default.
- W4296474377 isRetracted "false" @default.
- W4296474377 workType "article" @default.