Matches in SemOpenAlex for { <https://semopenalex.org/work/W4367845686> ?p ?o ?g. }
Showing items 1 to 65 of
65
with 100 items per page.
- W4367845686 abstract "Machine learning methods have been explored for cheating detection in large-scale assessment programs. While some studies analyzed item response and response time (RT) data, a few studies experimented with other data and data augmentation in cheating detection. However, none study has explored data augmentation integrating results from both psychometric analysis and machine learning for cheating detection though Kim et al. (2016) compared the results from these two perspectives. This study explored data augmentation in the stacking learning for cheating detection adding both person-fit measures from psychometric analysis and outlier measures from anomaly detection methods. An empirical data set from a high-stake large-scale testing program is used to demonstrate the application of the proposed method. Class imbalance is addressed via resampling. The performance of the proposed method is compared with alternative approaches. It is found the proposed data augmentation approach effectively increases the cheating detection accuracy with the highest F1 score compared with the values reported in similar studies." @default.
- W4367845686 created "2023-05-04" @default.
- W4367845686 creator A5029905874 @default.
- W4367845686 creator A5033476768 @default.
- W4367845686 creator A5086375421 @default.
- W4367845686 date "2023-05-02" @default.
- W4367845686 modified "2023-09-27" @default.
- W4367845686 title "Integrating Psychometric Analysis and Machine Learning to Augment Data for Cheating Detection in Large-Scale Assessment" @default.
- W4367845686 doi "https://doi.org/10.31234/osf.io/fjz2c" @default.
- W4367845686 hasPublicationYear "2023" @default.
- W4367845686 type Work @default.
- W4367845686 citedByCount "0" @default.
- W4367845686 crossrefType "posted-content" @default.
- W4367845686 hasAuthorship W4367845686A5029905874 @default.
- W4367845686 hasAuthorship W4367845686A5033476768 @default.
- W4367845686 hasAuthorship W4367845686A5086375421 @default.
- W4367845686 hasBestOaLocation W43678456861 @default.
- W4367845686 hasConcept C119857082 @default.
- W4367845686 hasConcept C121332964 @default.
- W4367845686 hasConcept C124101348 @default.
- W4367845686 hasConcept C150921843 @default.
- W4367845686 hasConcept C154945302 @default.
- W4367845686 hasConcept C15744967 @default.
- W4367845686 hasConcept C177264268 @default.
- W4367845686 hasConcept C199360897 @default.
- W4367845686 hasConcept C2778024590 @default.
- W4367845686 hasConcept C2778755073 @default.
- W4367845686 hasConcept C41008148 @default.
- W4367845686 hasConcept C58489278 @default.
- W4367845686 hasConcept C62520636 @default.
- W4367845686 hasConcept C739882 @default.
- W4367845686 hasConcept C77805123 @default.
- W4367845686 hasConcept C79337645 @default.
- W4367845686 hasConceptScore W4367845686C119857082 @default.
- W4367845686 hasConceptScore W4367845686C121332964 @default.
- W4367845686 hasConceptScore W4367845686C124101348 @default.
- W4367845686 hasConceptScore W4367845686C150921843 @default.
- W4367845686 hasConceptScore W4367845686C154945302 @default.
- W4367845686 hasConceptScore W4367845686C15744967 @default.
- W4367845686 hasConceptScore W4367845686C177264268 @default.
- W4367845686 hasConceptScore W4367845686C199360897 @default.
- W4367845686 hasConceptScore W4367845686C2778024590 @default.
- W4367845686 hasConceptScore W4367845686C2778755073 @default.
- W4367845686 hasConceptScore W4367845686C41008148 @default.
- W4367845686 hasConceptScore W4367845686C58489278 @default.
- W4367845686 hasConceptScore W4367845686C62520636 @default.
- W4367845686 hasConceptScore W4367845686C739882 @default.
- W4367845686 hasConceptScore W4367845686C77805123 @default.
- W4367845686 hasConceptScore W4367845686C79337645 @default.
- W4367845686 hasLocation W43678456861 @default.
- W4367845686 hasOpenAccess W4367845686 @default.
- W4367845686 hasPrimaryLocation W43678456861 @default.
- W4367845686 hasRelatedWork W1967833105 @default.
- W4367845686 hasRelatedWork W2030388591 @default.
- W4367845686 hasRelatedWork W2090668960 @default.
- W4367845686 hasRelatedWork W2172289703 @default.
- W4367845686 hasRelatedWork W2189033663 @default.
- W4367845686 hasRelatedWork W2359185137 @default.
- W4367845686 hasRelatedWork W3152110224 @default.
- W4367845686 hasRelatedWork W4230206970 @default.
- W4367845686 hasRelatedWork W2186522517 @default.
- W4367845686 hasRelatedWork W2613696073 @default.
- W4367845686 isParatext "false" @default.
- W4367845686 isRetracted "false" @default.
- W4367845686 workType "article" @default.