Improvement of E-learning quality by means of a recommendation system

Technology Enhanced Learning is one of the most dynamic areas of inquiry in education. One form of TELs, that is on-screen learning, has been well understood to hinder learning experience due to the reading spatial instability, difficulties in establishing mental map, and poor visual ergonomics. This work intends to study to which extend a learning a recommendation system improving on-screen learning experience. Participants were randomly divided into two groups: one group learning with the learning recommendation system and the other is without the system. Their understanding were assessed and a t-test was performed. The results indicated that the average score of learning with the recommendation system was significantly higher and the detrimental effects were mitigated.

[1]  Herbert J. Walberg,et al.  The effects of computers on learning , 1992 .

[2]  Anne Mangen,et al.  Reading linear texts on paper versus computer screen: Effects on reading comprehension , 2013 .

[3]  Kerstin Severinson Eklundh Problems in achieving a global perspective of the text in computer-based writing , 1992 .

[4]  Sumarno Sumarno,et al.  Feature Extraction of Electroencephalography Signals Using Fast Fourier Transform , 2016 .

[5]  Colin W. Evers,et al.  Teacher Leadership and Autonomous Student Learning: Adjusting to the New Realities. , 2004 .

[6]  James V. Wertsch Commentary on: deliberation with computers: exploring the distinctive contribution of new technologies to collaborative thinking and learning , 2003 .

[7]  Hanna Järvenoja,et al.  Socio-emotional conflict in collaborative learning—A process-oriented case study in a higher education context , 2014 .

[8]  Roger Säljö Learning and technologies, people and tools in co-ordinated activities , 2004 .

[9]  Annie Piolat,et al.  Effects of screen presentation on text reading and revising , 1997, Int. J. Hum. Comput. Stud..

[10]  B. Greiner,et al.  Learning economics concepts through game-play: An experiment☆ , 2015 .

[11]  Karen Littleton,et al.  Editorial - Introduction to the special issue on deliberation with computers: exploring the distinctive contribution of new technologies to collaborative thinking and learning , 2003 .

[12]  Joël Pynte,et al.  Spatial coding and discourse models during text reading , 1994 .

[13]  Rakefet Ackerman,et al.  Metacognitive regulation of text learning: on screen versus on paper. , 2011, Journal of experimental psychology. Applied.

[14]  E. Mukama,et al.  Strategizing computer-supported collaborative learning towards knowledge building , 2010, 2010 IST-Africa.

[15]  Kate J. Garland,et al.  CRT monitors: Do they interfere with learning? , 2004, Behav. Inf. Technol..

[16]  Annie Piolat,et al.  Effect of screen presentation on text reading and revising. International Journal of Human-Computer Studies , 1997 .

[17]  Ignacio Castillo Business Statistics for Contemporary Decision Making , 2014 .

[18]  J. M. Noyesa,et al.  VDT versus paper-based text : reply to Mayes , Sims and Koonce , 2003 .

[19]  Philip H. Winne,et al.  Students’ calibration of knowledge and learning processes: Implications for designing powerful software learning environments , 2004 .

[20]  Hendrik Drachsler,et al.  Recommender Systems in Technology Enhanced Learning , 2011, Recommender Systems Handbook.