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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao https://doi.org/10.2...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
https://doi.org/10.23919/softc...
Article . 2019 . Peer-reviewed
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Custom Validation Procedure for Tesys Recommender System

Authors: Oana Maria Teodorescu; Paul-Stefan Popescu; Mihai Mocanu; Marian Cristian Mihaescu;

Custom Validation Procedure for Tesys Recommender System

Abstract

Designing, implementing and validating a recommender system represents a challenge that has been tackled within many e- Learning platforms. Still, each proposed approach has to take into consideration the particular underlying data workflow and wrap-up together appropriate mechanisms (i.e., memory based, model-based or hybrid) to obtain an effective recommender system. This paper presents a custom-designed validation procedure for a recommender system that has been previously developed and integrated into Tesys e-Learning platform. The recommender system is evaluated in terms of correctly recommending concepts of study, in accordance with the learner's particular knowledge level measured by previously taken tests and the knowledge of all other learners that have answered quizzes in the same learning context. Experimental results show an increase of the percent of correctly recommended concepts over time. Within the validation mechanism, a comparative analysis with two test scenarios shows that proposed recommender has an increase in value for the percentage of correctly recommended concepts. The custom proposed evaluation procedure may quickly evaluate further improvements of the recommender system.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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