Title
Self-regulated learning with approximate reasoning and situation awareness.
Abstract
We present a decision support system for seamless and self-regulating learning. The decision support system presents a degree of novelty in supporting learners since it allows to: (1) understand the concepts that a learner may have acquired during her/his daily life activities, and (2) make the learner aware of these concepts and enforcing learning paths. Two key ideas are behind our results. The first idea relates to the identification of classes of indiscernible competences, and comes from the intuition that some real-world activities can lead to the acquisition of sets of competences (not always easy to discriminate) which can be considered as good approximations of competences related to a specific concept. Classes of indiscernible competences are building blocks that our decision support system uses to understand, with a certain degree of approximation, the concepts that a learner may have acquired, and this is an added value with regard to the self-awareness of a learner. The second idea is to allow our decision support system to identify incremental learning situations, which are situations in which a learning path is enforced or modified by the recognition that some concepts may have been learned, also during the execution of daily life activities. The decision support system grounds on three-way decisions and situation awareness. An evaluation of the system following the SAGAT approach has been done and reported in the paper.
Year
DOI
Venue
2018
10.1007/s12652-016-0423-y
J. Ambient Intelligence and Humanized Computing
Keywords
Field
DocType
Self-regulated learning, Situation awareness, DSS
Competence (human resources),Computer science,Situation awareness,Knowledge management,Approximate reasoning,Artificial intelligence,Self-regulated learning,Simulation,Incremental learning,Decision support system,Added value,Novelty,Machine learning
Journal
Volume
Issue
ISSN
9
1
1868-5145
Citations 
PageRank 
References 
3
0.45
12
Authors
4
Name
Order
Citations
PageRank
Giuseppe D'Aniello1298.50
angelo gaeta214015.70
Matteo Gaeta373568.48
Stefania Tomasiello411214.96