Matches in SemOpenAlex for { <https://semopenalex.org/work/W3195366217> ?p ?o ?g. }
Showing items 1 to 96 of
96
with 100 items per page.
- W3195366217 endingPage "10" @default.
- W3195366217 startingPage "1" @default.
- W3195366217 abstract "With the development of civil aviation, the number of flights keeps increasing and the flight delay has become a serious issue and even tends to normality. This paper aims to prove that Stacking algorithm has advantages in airport flight delay prediction, especially for the algorithm selection problem of machine learning technology. In this research, the principle of the Stacking classification algorithm is introduced, the SMOTE algorithm is selected to process imbalanced datasets, and the Boruta algorithm is utilized for feature selection. There are five supervised machine learning algorithms in the first-level learner of Stacking including KNN, Random Forest, Logistic Regression, Decision Tree, and Gaussian Naive Bayes. The second-level learner is Logistic Regression. To verify the effectiveness of the proposed method, comparative experiments are carried out based on Boston Logan International Airport flight datasets from January to December 2019. Multiple indexes are used to comprehensively evaluate the prediction results, such as Accuracy, Precision, Recall, F1 Score, ROC curve, and AUC Score. The results show that the Stacking algorithm not only could improve the prediction accuracy but also maintains great stability." @default.
- W3195366217 created "2021-08-30" @default.
- W3195366217 creator A5011590284 @default.
- W3195366217 creator A5055642246 @default.
- W3195366217 creator A5055837216 @default.
- W3195366217 creator A5061078231 @default.
- W3195366217 creator A5088664989 @default.
- W3195366217 date "2021-08-17" @default.
- W3195366217 modified "2023-10-16" @default.
- W3195366217 title "Flight Delay Classification Prediction Based on Stacking Algorithm" @default.
- W3195366217 cites W1191482210 @default.
- W3195366217 cites W2148143831 @default.
- W3195366217 cites W2158143121 @default.
- W3195366217 cites W2158698691 @default.
- W3195366217 cites W2778827036 @default.
- W3195366217 cites W2895502773 @default.
- W3195366217 cites W2943924990 @default.
- W3195366217 cites W2981961919 @default.
- W3195366217 cites W2986805221 @default.
- W3195366217 cites W2987656958 @default.
- W3195366217 cites W3017050370 @default.
- W3195366217 cites W3039403006 @default.
- W3195366217 cites W3093957874 @default.
- W3195366217 cites W3095909325 @default.
- W3195366217 cites W4232478844 @default.
- W3195366217 doi "https://doi.org/10.1155/2021/4292778" @default.
- W3195366217 hasPublicationYear "2021" @default.
- W3195366217 type Work @default.
- W3195366217 sameAs 3195366217 @default.
- W3195366217 citedByCount "9" @default.
- W3195366217 countsByYear W31953662172022 @default.
- W3195366217 countsByYear W31953662172023 @default.
- W3195366217 crossrefType "journal-article" @default.
- W3195366217 hasAuthorship W3195366217A5011590284 @default.
- W3195366217 hasAuthorship W3195366217A5055642246 @default.
- W3195366217 hasAuthorship W3195366217A5055837216 @default.
- W3195366217 hasAuthorship W3195366217A5061078231 @default.
- W3195366217 hasAuthorship W3195366217A5088664989 @default.
- W3195366217 hasBestOaLocation W31953662171 @default.
- W3195366217 hasConcept C110083411 @default.
- W3195366217 hasConcept C112972136 @default.
- W3195366217 hasConcept C11413529 @default.
- W3195366217 hasConcept C119857082 @default.
- W3195366217 hasConcept C121332964 @default.
- W3195366217 hasConcept C12267149 @default.
- W3195366217 hasConcept C124101348 @default.
- W3195366217 hasConcept C148483581 @default.
- W3195366217 hasConcept C151956035 @default.
- W3195366217 hasConcept C154945302 @default.
- W3195366217 hasConcept C169258074 @default.
- W3195366217 hasConcept C33347731 @default.
- W3195366217 hasConcept C41008148 @default.
- W3195366217 hasConcept C46141821 @default.
- W3195366217 hasConcept C52001869 @default.
- W3195366217 hasConcept C61722155 @default.
- W3195366217 hasConcept C81669768 @default.
- W3195366217 hasConcept C84525736 @default.
- W3195366217 hasConceptScore W3195366217C110083411 @default.
- W3195366217 hasConceptScore W3195366217C112972136 @default.
- W3195366217 hasConceptScore W3195366217C11413529 @default.
- W3195366217 hasConceptScore W3195366217C119857082 @default.
- W3195366217 hasConceptScore W3195366217C121332964 @default.
- W3195366217 hasConceptScore W3195366217C12267149 @default.
- W3195366217 hasConceptScore W3195366217C124101348 @default.
- W3195366217 hasConceptScore W3195366217C148483581 @default.
- W3195366217 hasConceptScore W3195366217C151956035 @default.
- W3195366217 hasConceptScore W3195366217C154945302 @default.
- W3195366217 hasConceptScore W3195366217C169258074 @default.
- W3195366217 hasConceptScore W3195366217C33347731 @default.
- W3195366217 hasConceptScore W3195366217C41008148 @default.
- W3195366217 hasConceptScore W3195366217C46141821 @default.
- W3195366217 hasConceptScore W3195366217C52001869 @default.
- W3195366217 hasConceptScore W3195366217C61722155 @default.
- W3195366217 hasConceptScore W3195366217C81669768 @default.
- W3195366217 hasConceptScore W3195366217C84525736 @default.
- W3195366217 hasFunder F4320321001 @default.
- W3195366217 hasLocation W31953662171 @default.
- W3195366217 hasOpenAccess W3195366217 @default.
- W3195366217 hasPrimaryLocation W31953662171 @default.
- W3195366217 hasRelatedWork W2901495210 @default.
- W3195366217 hasRelatedWork W3204641204 @default.
- W3195366217 hasRelatedWork W3210877509 @default.
- W3195366217 hasRelatedWork W4200459988 @default.
- W3195366217 hasRelatedWork W4283016678 @default.
- W3195366217 hasRelatedWork W4293525103 @default.
- W3195366217 hasRelatedWork W4294976306 @default.
- W3195366217 hasRelatedWork W4316082230 @default.
- W3195366217 hasRelatedWork W4361733514 @default.
- W3195366217 hasRelatedWork W4377964522 @default.
- W3195366217 hasVolume "2021" @default.
- W3195366217 isParatext "false" @default.
- W3195366217 isRetracted "false" @default.
- W3195366217 magId "3195366217" @default.
- W3195366217 workType "article" @default.