FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3183480400> ?p ?o ?g. }

• W3183480400 endingPage "24" @default.
• W3183480400 startingPage "1" @default.
• W3183480400 abstract "Prediction tasks about students have practical significance for both student and college. Making multiple predictions about students is an important part of a smart campus. For instance, predicting whether a student will fail to graduate can alert the student affairs office to take predictive measures to help the student improve his/her academic performance. With the development of information technology in colleges, we can collect digital footprints which encode heterogeneous behaviors continuously. In this paper, we focus on modeling heterogeneous behaviors and making multiple predictions together, since some prediction tasks are related and learning the model for a specific task may have the data sparsity problem. To this end, we propose a variant of LSTM and a soft-attention mechanism. The proposed LSTM is able to learn the student profile-aware representation from heterogeneous behavior sequences. The proposed soft-attention mechanism can dynamically learn different importance degrees of different days for every student. In this way, heterogeneous behaviors can be well modeled. In order to model interactions among multiple prediction tasks, we propose a co-attention mechanism based unit. With the help of the stacked units, we can explicitly control the knowledge transfer among multiple tasks. We design three motivating behavior prediction tasks based on a real-world dataset collected from a college. Qualitative and quantitative experiments on the three prediction tasks have demonstrated the effectiveness of our model." @default.
• W3183480400 created "2021-08-02" @default.
• W3183480400 creator A5007640861 @default.
• W3183480400 creator A5012589427 @default.
• W3183480400 creator A5035165692 @default.
• W3183480400 creator A5041155283 @default.
• W3183480400 creator A5081759167 @default.
• W3183480400 creator A5082218936 @default.
• W3183480400 date "2021-07-20" @default.
• W3183480400 modified "2023-10-18" @default.
• W3183480400 title "Jointly Modeling Heterogeneous Student Behaviors and Interactions among Multiple Prediction Tasks" @default.
• W3183480400 cites W1531333757 @default.
• W3183480400 cites W1677182931 @default.
• W3183480400 cites W1990911561 @default.
• W3183480400 cites W2022466128 @default.
• W3183480400 cites W2049829621 @default.
• W3183480400 cites W2064675550 @default.
• W3183480400 cites W2066816090 @default.
• W3183480400 cites W2078282132 @default.
• W3183480400 cites W2116426155 @default.
• W3183480400 cites W2117130368 @default.
• W3183480400 cites W2155296977 @default.
• W3183480400 cites W2206224721 @default.
• W3183480400 cites W2216125271 @default.
• W3183480400 cites W2245966788 @default.
• W3183480400 cites W2255539840 @default.
• W3183480400 cites W2546314413 @default.
• W3183480400 cites W2603652808 @default.
• W3183480400 cites W2783203430 @default.
• W3183480400 cites W2791508240 @default.
• W3183480400 cites W2803316440 @default.
• W3183480400 cites W2903777941 @default.
• W3183480400 cites W2913340405 @default.
• W3183480400 cites W2963377935 @default.
• W3183480400 cites W2978212102 @default.
• W3183480400 cites W3004827789 @default.
• W3183480400 cites W3040010078 @default.
• W3183480400 cites W3088011634 @default.
• W3183480400 doi "https://doi.org/10.1145/3458023" @default.
• W3183480400 hasPublicationYear "2021" @default.
• W3183480400 type Work @default.
• W3183480400 sameAs 3183480400 @default.
• W3183480400 citedByCount "3" @default.
• W3183480400 countsByYear W31834804002023 @default.
• W3183480400 crossrefType "journal-article" @default.
• W3183480400 hasAuthorship W3183480400A5007640861 @default.
• W3183480400 hasAuthorship W3183480400A5012589427 @default.
• W3183480400 hasAuthorship W3183480400A5035165692 @default.
• W3183480400 hasAuthorship W3183480400A5041155283 @default.
• W3183480400 hasAuthorship W3183480400A5081759167 @default.
• W3183480400 hasAuthorship W3183480400A5082218936 @default.
• W3183480400 hasBestOaLocation W31834804002 @default.
• W3183480400 hasConcept C104317684 @default.
• W3183480400 hasConcept C107457646 @default.
• W3183480400 hasConcept C111472728 @default.
• W3183480400 hasConcept C119857082 @default.
• W3183480400 hasConcept C120665830 @default.
• W3183480400 hasConcept C121332964 @default.
• W3183480400 hasConcept C134306372 @default.
• W3183480400 hasConcept C138885662 @default.
• W3183480400 hasConcept C154945302 @default.
• W3183480400 hasConcept C162324750 @default.
• W3183480400 hasConcept C17744445 @default.
• W3183480400 hasConcept C185592680 @default.
• W3183480400 hasConcept C187736073 @default.
• W3183480400 hasConcept C192209626 @default.
• W3183480400 hasConcept C199539241 @default.
• W3183480400 hasConcept C2776359362 @default.
• W3183480400 hasConcept C2780451532 @default.
• W3183480400 hasConcept C33923547 @default.
• W3183480400 hasConcept C41008148 @default.
• W3183480400 hasConcept C55493867 @default.
• W3183480400 hasConcept C66746571 @default.
• W3183480400 hasConcept C77618280 @default.
• W3183480400 hasConcept C89611455 @default.
• W3183480400 hasConcept C94625758 @default.
• W3183480400 hasConceptScore W3183480400C104317684 @default.
• W3183480400 hasConceptScore W3183480400C107457646 @default.
• W3183480400 hasConceptScore W3183480400C111472728 @default.
• W3183480400 hasConceptScore W3183480400C119857082 @default.
• W3183480400 hasConceptScore W3183480400C120665830 @default.
• W3183480400 hasConceptScore W3183480400C121332964 @default.
• W3183480400 hasConceptScore W3183480400C134306372 @default.
• W3183480400 hasConceptScore W3183480400C138885662 @default.
• W3183480400 hasConceptScore W3183480400C154945302 @default.
• W3183480400 hasConceptScore W3183480400C162324750 @default.
• W3183480400 hasConceptScore W3183480400C17744445 @default.
• W3183480400 hasConceptScore W3183480400C185592680 @default.
• W3183480400 hasConceptScore W3183480400C187736073 @default.
• W3183480400 hasConceptScore W3183480400C192209626 @default.
• W3183480400 hasConceptScore W3183480400C199539241 @default.
• W3183480400 hasConceptScore W3183480400C2776359362 @default.
• W3183480400 hasConceptScore W3183480400C2780451532 @default.
• W3183480400 hasConceptScore W3183480400C33923547 @default.
• W3183480400 hasConceptScore W3183480400C41008148 @default.
• W3183480400 hasConceptScore W3183480400C55493867 @default.
• W3183480400 hasConceptScore W3183480400C66746571 @default.
• W3183480400 hasConceptScore W3183480400C77618280 @default.

• next