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A massive data processing approach for effective trustworthiness in online learning groups
- Source :
- O2, repositorio institucional de la UOC, Universitat Oberta de Catalunya (UOC), Recercat. Dipósit de la Recerca de Catalunya, instname, UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC)
- Publication Year :
- 2014
- Publisher :
- Concurrency Computation, 2014.
-
Abstract
- This article may be used for non-commercial purposes in accordance with Wiley Terms and Conditions for Self-Archiving http://olabout.wiley.com/WileyCDA/Section/id-820227.html This paper proposes a trustworthiness-based approach for the design of secure learning activities in online learning groups. Although computer-supported collaborative learning has been widely adopted in many educational institutions over the last decade, there exist still drawbacks that limit its potential. Among these limitations, we investigate on information security vulnerabilities in learning activities, which may be developed in online collaborative learning contexts. Although security advanced methodologies and technologies are deployed in learning management systems, many security vulnerabilities are still not satisfactorily solved. To overcome these deficiencies, we first propose the guidelines of a holistic security model in online collaborative learning through an effective trustworthiness approach. However, as learners' trustworthiness analysis involves large amount of data generated along learning activities, processing this information is computationally costly, especially if required in real time. As the main contribution of this paper, we eventually propose a parallel processing approach, which can considerably decrease the time of data processing, thus allowing for building relevant trustworthiness models to support learning activities even in real time.
- Subjects :
- aprendizaje colaborativo asistido por computadora
parallel processing
massive data processing
information security
processament paral·lel
Team learning approach in education
Seguretat informàtica
Web-based instruction
Enseñanza virtual
fitxers de registre
Informàtica::Aplicacions de la informàtica [Àrees temàtiques de la UPC]
Informàtica::Seguretat informàtica [Àrees temàtiques de la UPC]
Computer security
Aprenentatge--Treball en equip
MapReduce
fiabilidad
processament massiu de dades
activitats d'aprenentatge virtual
seguridad de la información
seguretat de la informació
archivos de registro
Ensenyament i aprenentatge::Metodologies docents::Aprenentatge cooperatiu [Àrees temàtiques de la UPC]
trustworthiness
Computer-assisted instruction
Ensenyament virtual
computer-supported collaborative learning
log files
actividades de e-learning
aprenentatge col·laboratiu assistit amb l'ordinador
e-learning activities
Hadoop
procesamiento en paralelo
procesamiento masivo de datos
Implementation
Ensenyament assistit per ordinador
fiabilitat
logs
Electronic data processing--Distributed processing
Processament distribuït de dades
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- O2, repositorio institucional de la UOC, Universitat Oberta de Catalunya (UOC), Recercat. Dipósit de la Recerca de Catalunya, instname, UPCommons. Portal del coneixement obert de la UPC, Universitat Politècnica de Catalunya (UPC)
- Accession number :
- edsair.dedup.wf.001..5cfacb0565a5a763e964a227c27db757