Suche

Wo soll gesucht werden?
Erweiterte Literatursuche

Ariadne Pfad:

Startseite

Literaturnachweis - Detailanzeige

 
AutorenDi Mitri, Daniele; Schneider, Jan; Specht, Marcus; Drachsler, Hendrik
TitelFrom signals to knowledge. A conceptual model for multimodal learning analytics.
QuelleIn: Journal of computer assisted learning, 34 (2018) 4, S. 338-349
PDF als Volltext (2)  Link als defekt melden    Verfügbarkeit 
BeigabenIllustrationen
Spracheenglisch
Dokumenttyponline; Zeitschriftenaufsatz
ISSN0266-4909
DOI10.1111/jcal.12288
SchlagwörterDatenanalyse; Lernprozess; Lernverhalten; Lerntheorie; Methode; Klassifikation; Modell; Empirische Forschung; Experimentelle Untersuchung; Übersicht
AbstractMultimodality in learning analytics and learning science is under the spotlight. The landscape of sensors and wearable trackers that can be used for learning support is evolving rapidly, as well as data collection and analysis methods. Multimodal data can now be collected and processed in real time at an unprecedented scale. With sensors, it is possible to capture observable events of the learning process such as learner's behaviour and the learning context. The learning process, however, consists also of latent attributes, such as the learner's cognitions or emotions. These attributes are unobservable to sensors and need to be elicited by human?driven interpretations. We conducted a literature survey of experiments using multimodal data to frame the young research field of multimodal learning analytics. The survey explored the multimodal data used in related studies (the input space) and the learning theories selected (the hypothesis space). The survey led to the formulation of the Multimodal Learning Analytics Model whose main objectives are of (O1) mapping the use of multimodal data to enhance the feedback in a learning context; (O2) showing how to combine machine learning with multimodal data; and (O3) aligning the terminology used in the field of machine learning and learning science. (DIPF/Orig.)
Erfasst vonDIPF | Leibniz-Institut für Bildungsforschung und Bildungsinformation, Frankfurt am Main
Literaturbeschaffung und Bestandsnachweise in Bibliotheken prüfen
 

Standortunabhängige Dienste
Bibliotheken, die die Zeitschrift "Journal of computer assisted learning" besitzen:
Link zur Zeitschriftendatenbank (ZDB)

Artikellieferdienst der deutschen Bibliotheken (subito):
Übernahme der Daten in das subito-Bestellformular

Tipps zum Auffinden elektronischer Volltexte im Video-Tutorial

Trefferlisten Einstellungen

Permalink als QR-Code

Permalink als QR-Code

Inhalt auf sozialen Plattformen teilen (nur vorhanden, wenn Javascript eingeschaltet ist)