Matches in SemOpenAlex for { <https://semopenalex.org/work/W3184979921> ?p ?o ?g. }
Showing items 1 to 66 of
66
with 100 items per page.
- W3184979921 abstract "Having more samples belonging to one class than the samples of the other class in data used in a classification task is known as class imbalance problem. Handling class imbalance is crucial since the classifier's performance is highly affected. One of the solution approaches of this problem is to make the data balanced by generating synthetic data. Employing resampling methods is a common way of generating synthetic data. Although adversarial generative networks (GANs) are mainly designed to generate image data, they can also be an alternative to solve the class imbalance problem by generating tabular data. This work presents a comparative study of resampling methods with GANs based methods. The performance of machine learning methods improved by 27% if the data is balanced with resampling methods. However, similar performance results were observed with working on imbalanced data if the GANs based methods are employed for synthetic data generation." @default.
- W3184979921 created "2021-08-02" @default.
- W3184979921 creator A5069597293 @default.
- W3184979921 date "2021-06-09" @default.
- W3184979921 modified "2023-09-25" @default.
- W3184979921 title "Using Generative Adversarial Networks for Handling Class Imbalance Problem" @default.
- W3184979921 cites W2117190680 @default.
- W3184979921 cites W2148143831 @default.
- W3184979921 cites W2806276686 @default.
- W3184979921 cites W2902901670 @default.
- W3184979921 cites W2937975340 @default.
- W3184979921 cites W3120369609 @default.
- W3184979921 cites W3125984413 @default.
- W3184979921 doi "https://doi.org/10.1109/siu53274.2021.9477939" @default.
- W3184979921 hasPublicationYear "2021" @default.
- W3184979921 type Work @default.
- W3184979921 sameAs 3184979921 @default.
- W3184979921 citedByCount "2" @default.
- W3184979921 countsByYear W31849799212022 @default.
- W3184979921 crossrefType "proceedings-article" @default.
- W3184979921 hasAuthorship W3184979921A5069597293 @default.
- W3184979921 hasConcept C119857082 @default.
- W3184979921 hasConcept C124101348 @default.
- W3184979921 hasConcept C150921843 @default.
- W3184979921 hasConcept C153180895 @default.
- W3184979921 hasConcept C154945302 @default.
- W3184979921 hasConcept C160920958 @default.
- W3184979921 hasConcept C162324750 @default.
- W3184979921 hasConcept C187736073 @default.
- W3184979921 hasConcept C2777212361 @default.
- W3184979921 hasConcept C2780451532 @default.
- W3184979921 hasConcept C37736160 @default.
- W3184979921 hasConcept C39890363 @default.
- W3184979921 hasConcept C41008148 @default.
- W3184979921 hasConcept C95623464 @default.
- W3184979921 hasConceptScore W3184979921C119857082 @default.
- W3184979921 hasConceptScore W3184979921C124101348 @default.
- W3184979921 hasConceptScore W3184979921C150921843 @default.
- W3184979921 hasConceptScore W3184979921C153180895 @default.
- W3184979921 hasConceptScore W3184979921C154945302 @default.
- W3184979921 hasConceptScore W3184979921C160920958 @default.
- W3184979921 hasConceptScore W3184979921C162324750 @default.
- W3184979921 hasConceptScore W3184979921C187736073 @default.
- W3184979921 hasConceptScore W3184979921C2777212361 @default.
- W3184979921 hasConceptScore W3184979921C2780451532 @default.
- W3184979921 hasConceptScore W3184979921C37736160 @default.
- W3184979921 hasConceptScore W3184979921C39890363 @default.
- W3184979921 hasConceptScore W3184979921C41008148 @default.
- W3184979921 hasConceptScore W3184979921C95623464 @default.
- W3184979921 hasLocation W31849799211 @default.
- W3184979921 hasOpenAccess W3184979921 @default.
- W3184979921 hasPrimaryLocation W31849799211 @default.
- W3184979921 hasRelatedWork W2891620166 @default.
- W3184979921 hasRelatedWork W2952541330 @default.
- W3184979921 hasRelatedWork W2956745160 @default.
- W3184979921 hasRelatedWork W2995778637 @default.
- W3184979921 hasRelatedWork W3004372499 @default.
- W3184979921 hasRelatedWork W3024390022 @default.
- W3184979921 hasRelatedWork W3205696406 @default.
- W3184979921 hasRelatedWork W4285326024 @default.
- W3184979921 hasRelatedWork W4287900812 @default.
- W3184979921 hasRelatedWork W4367722749 @default.
- W3184979921 isParatext "false" @default.
- W3184979921 isRetracted "false" @default.
- W3184979921 magId "3184979921" @default.
- W3184979921 workType "article" @default.