FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2951171940> ?p ?o ?g. }

• W2951171940 endingPage "171" @default.
• W2951171940 startingPage "164" @default.
• W2951171940 abstract "This paper studies students engagement in e-learning environments in which students work independently and solve problems without external supervision. We propose a new method to infer engagement patterns of users in such self-directed environments. We view engagement as a continuous process in time, measured along chosen axes that are derived from student data in the system using unsupervised learning (Principal Component Analysis). We construct a trajectory of user activity by projecting the user's scores along the selected PCs at regular time intervals. This approach is applied to a popular e-learning software for K12 math education that is used by thousands of students worldwide. We identify cohorts of users according to the way their trajectory changes over time (e.g., monotone up, monotone down, and constant). Each of the cohorts exhibits distinct behavioral dynamics and differed substantially in the amount of time users spent in the e-learning system. Specifically, one cohort included students that dropped out of the system after choosing very difficult problems that they were not able to complete, while another cohort included students users that chose more diverse problems and stayed longer in the system. In future work, these results can be used by teachers or intelligent tutors to track students' engagement in the system and decide whether and how to intervene." @default.
• W2951171940 created "2019-06-27" @default.
• W2951171940 creator A5005195830 @default.
• W2951171940 creator A5024303852 @default.
• W2951171940 creator A5067064621 @default.
• W2951171940 date "2020-01-01" @default.
• W2951171940 modified "2023-09-26" @default.
• W2951171940 title "Modeling Engagement in Self-Directed Learning Systems Using Principal Component Analysis" @default.
• W2951171940 cites W128053457 @default.
• W2951171940 cites W1547066415 @default.
• W2951171940 cites W1990368529 @default.
• W2951171940 cites W2012265254 @default.
• W2951171940 cites W2033354470 @default.
• W2951171940 cites W2041681658 @default.
• W2951171940 cites W2051963836 @default.
• W2951171940 cites W2063830206 @default.
• W2951171940 cites W2064183576 @default.
• W2951171940 cites W2064754950 @default.
• W2951171940 cites W2066012223 @default.
• W2951171940 cites W2082885096 @default.
• W2951171940 cites W2106717332 @default.
• W2951171940 cites W2119446210 @default.
• W2951171940 cites W2339386532 @default.
• W2951171940 cites W2340414073 @default.
• W2951171940 cites W2464359609 @default.
• W2951171940 cites W2517235140 @default.
• W2951171940 cites W2769669737 @default.
• W2951171940 cites W2780493198 @default.
• W2951171940 cites W2790694162 @default.
• W2951171940 cites W2808852657 @default.
• W2951171940 cites W2808873518 @default.
• W2951171940 cites W2808897516 @default.
• W2951171940 cites W2915228251 @default.
• W2951171940 doi "https://doi.org/10.1109/tlt.2019.2922902" @default.
• W2951171940 hasPublicationYear "2020" @default.
• W2951171940 type Work @default.
• W2951171940 sameAs 2951171940 @default.
• W2951171940 citedByCount "8" @default.
• W2951171940 countsByYear W29511719402020 @default.
• W2951171940 countsByYear W29511719402021 @default.
• W2951171940 countsByYear W29511719402022 @default.
• W2951171940 countsByYear W29511719402023 @default.
• W2951171940 crossrefType "journal-article" @default.
• W2951171940 hasAuthorship W2951171940A5005195830 @default.
• W2951171940 hasAuthorship W2951171940A5024303852 @default.
• W2951171940 hasAuthorship W2951171940A5067064621 @default.
• W2951171940 hasConcept C107457646 @default.
• W2951171940 hasConcept C111919701 @default.
• W2951171940 hasConcept C119857082 @default.
• W2951171940 hasConcept C121332964 @default.
• W2951171940 hasConcept C1276947 @default.
• W2951171940 hasConcept C13662910 @default.
• W2951171940 hasConcept C144559511 @default.
• W2951171940 hasConcept C145420912 @default.
• W2951171940 hasConcept C154945302 @default.
• W2951171940 hasConcept C15744967 @default.
• W2951171940 hasConcept C168167062 @default.
• W2951171940 hasConcept C194519906 @default.
• W2951171940 hasConcept C199360897 @default.
• W2951171940 hasConcept C2524010 @default.
• W2951171940 hasConcept C27438332 @default.
• W2951171940 hasConcept C2777027219 @default.
• W2951171940 hasConcept C2780801425 @default.
• W2951171940 hasConcept C2834757 @default.
• W2951171940 hasConcept C33923547 @default.
• W2951171940 hasConcept C38652104 @default.
• W2951171940 hasConcept C41008148 @default.
• W2951171940 hasConcept C97355855 @default.
• W2951171940 hasConcept C98045186 @default.
• W2951171940 hasConceptScore W2951171940C107457646 @default.
• W2951171940 hasConceptScore W2951171940C111919701 @default.
• W2951171940 hasConceptScore W2951171940C119857082 @default.
• W2951171940 hasConceptScore W2951171940C121332964 @default.
• W2951171940 hasConceptScore W2951171940C1276947 @default.
• W2951171940 hasConceptScore W2951171940C13662910 @default.
• W2951171940 hasConceptScore W2951171940C144559511 @default.
• W2951171940 hasConceptScore W2951171940C145420912 @default.
• W2951171940 hasConceptScore W2951171940C154945302 @default.
• W2951171940 hasConceptScore W2951171940C15744967 @default.
• W2951171940 hasConceptScore W2951171940C168167062 @default.
• W2951171940 hasConceptScore W2951171940C194519906 @default.
• W2951171940 hasConceptScore W2951171940C199360897 @default.
• W2951171940 hasConceptScore W2951171940C2524010 @default.
• W2951171940 hasConceptScore W2951171940C27438332 @default.
• W2951171940 hasConceptScore W2951171940C2777027219 @default.
• W2951171940 hasConceptScore W2951171940C2780801425 @default.
• W2951171940 hasConceptScore W2951171940C2834757 @default.
• W2951171940 hasConceptScore W2951171940C33923547 @default.
• W2951171940 hasConceptScore W2951171940C38652104 @default.
• W2951171940 hasConceptScore W2951171940C41008148 @default.
• W2951171940 hasConceptScore W2951171940C97355855 @default.
• W2951171940 hasConceptScore W2951171940C98045186 @default.
• W2951171940 hasIssue "1" @default.
• W2951171940 hasLocation W29511719401 @default.
• W2951171940 hasOpenAccess W2951171940 @default.
• W2951171940 hasPrimaryLocation W29511719401 @default.
• W2951171940 hasRelatedWork W2151525631 @default.
• W2951171940 hasRelatedWork W2356652779 @default.

• next