Matches in SemOpenAlex for { <https://semopenalex.org/work/W3207307058> ?p ?o ?g. }
Showing items 1 to 90 of
90
with 100 items per page.
- W3207307058 abstract "As student failure rates continue to increase in higher education, predicting student performance in the following semester has become a significant demand. Personalized student performance prediction helps educators gain a comprehensive view of student status and effectively intervene in advance. However, existing works scarcely consider the explainability of student performance prediction, which educators are most concerned about. In this paper, we propose a novel Explainable Student performance prediction method with Personalized Attention (ESPA) by utilizing relationships in student profiles and prior knowledge of related courses. The designed Bidirectional Long Short-Term Memory (BiLSTM) architecture extracts the semantic information in the paths with specific patterns. As for leveraging similar paths' internal relations, a local and global-level attention mechanism is proposed to distinguish the influence of different students or courses for making predictions. Hence, valid reasoning on paths can be applied to predict the performance of students. The ESPA consistently outperforms the other state-of-the-art models for student performance prediction, and the results are intuitively explainable. This work can help educators better understand the different impacts of behavior on students' studies." @default.
- W3207307058 created "2021-10-25" @default.
- W3207307058 creator A5009353311 @default.
- W3207307058 creator A5057726110 @default.
- W3207307058 creator A5081104851 @default.
- W3207307058 date "2021-10-15" @default.
- W3207307058 modified "2023-09-27" @default.
- W3207307058 title "Explainable Student Performance Prediction With Personalized Attention for Explaining Why A Student Fails" @default.
- W3207307058 cites W103340358 @default.
- W3207307058 cites W1984071766 @default.
- W3207307058 cites W1994389483 @default.
- W3207307058 cites W2045871438 @default.
- W3207307058 cites W2173361515 @default.
- W3207307058 cites W2461343855 @default.
- W3207307058 cites W2511442815 @default.
- W3207307058 cites W2572386335 @default.
- W3207307058 cites W2584492269 @default.
- W3207307058 cites W2605350416 @default.
- W3207307058 cites W2609678640 @default.
- W3207307058 cites W2788574423 @default.
- W3207307058 cites W2791327891 @default.
- W3207307058 cites W2793768763 @default.
- W3207307058 cites W2798385737 @default.
- W3207307058 cites W2808789821 @default.
- W3207307058 cites W2811473293 @default.
- W3207307058 cites W2889833238 @default.
- W3207307058 cites W2921752035 @default.
- W3207307058 cites W2951001079 @default.
- W3207307058 cites W2951443432 @default.
- W3207307058 cites W2963403868 @default.
- W3207307058 cites W2963505080 @default.
- W3207307058 cites W2963864707 @default.
- W3207307058 cites W2964121744 @default.
- W3207307058 cites W2964344285 @default.
- W3207307058 cites W2964370873 @default.
- W3207307058 cites W2965671729 @default.
- W3207307058 cites W2966349618 @default.
- W3207307058 cites W2966684417 @default.
- W3207307058 cites W3035442578 @default.
- W3207307058 cites W3093532296 @default.
- W3207307058 cites W3099726771 @default.
- W3207307058 cites W3101704389 @default.
- W3207307058 cites W3106506465 @default.
- W3207307058 doi "https://doi.org/10.48550/arxiv.2110.08268" @default.
- W3207307058 hasPublicationYear "2021" @default.
- W3207307058 type Work @default.
- W3207307058 sameAs 3207307058 @default.
- W3207307058 citedByCount "0" @default.
- W3207307058 crossrefType "posted-content" @default.
- W3207307058 hasAuthorship W3207307058A5009353311 @default.
- W3207307058 hasAuthorship W3207307058A5057726110 @default.
- W3207307058 hasAuthorship W3207307058A5081104851 @default.
- W3207307058 hasBestOaLocation W32073070581 @default.
- W3207307058 hasConcept C111472728 @default.
- W3207307058 hasConcept C127413603 @default.
- W3207307058 hasConcept C138885662 @default.
- W3207307058 hasConcept C145420912 @default.
- W3207307058 hasConcept C154945302 @default.
- W3207307058 hasConcept C15744967 @default.
- W3207307058 hasConcept C18762648 @default.
- W3207307058 hasConcept C41008148 @default.
- W3207307058 hasConcept C78519656 @default.
- W3207307058 hasConcept C89611455 @default.
- W3207307058 hasConceptScore W3207307058C111472728 @default.
- W3207307058 hasConceptScore W3207307058C127413603 @default.
- W3207307058 hasConceptScore W3207307058C138885662 @default.
- W3207307058 hasConceptScore W3207307058C145420912 @default.
- W3207307058 hasConceptScore W3207307058C154945302 @default.
- W3207307058 hasConceptScore W3207307058C15744967 @default.
- W3207307058 hasConceptScore W3207307058C18762648 @default.
- W3207307058 hasConceptScore W3207307058C41008148 @default.
- W3207307058 hasConceptScore W3207307058C78519656 @default.
- W3207307058 hasConceptScore W3207307058C89611455 @default.
- W3207307058 hasLocation W32073070581 @default.
- W3207307058 hasOpenAccess W3207307058 @default.
- W3207307058 hasPrimaryLocation W32073070581 @default.
- W3207307058 hasRelatedWork W1987137857 @default.
- W3207307058 hasRelatedWork W2356231699 @default.
- W3207307058 hasRelatedWork W2357327549 @default.
- W3207307058 hasRelatedWork W2358408721 @default.
- W3207307058 hasRelatedWork W2359007671 @default.
- W3207307058 hasRelatedWork W2364538363 @default.
- W3207307058 hasRelatedWork W2364763321 @default.
- W3207307058 hasRelatedWork W2378173167 @default.
- W3207307058 hasRelatedWork W2379389602 @default.
- W3207307058 hasRelatedWork W2382542296 @default.
- W3207307058 isParatext "false" @default.
- W3207307058 isRetracted "false" @default.
- W3207307058 magId "3207307058" @default.
- W3207307058 workType "article" @default.