Assessment of learning in environments interactive through fuzzy cognitive maps

Verfasser / Beitragende:
[Holman Barón, Rubén Crespo, Jordán Pascual Espada, Oscar Martínez]
Ort, Verlag, Jahr:
2015
Enthalten in:
Soft Computing, 19/4(2015-04-01), 1037-1050
Format:
Artikel (online)
ID: 605469881
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024 7 0 |a 10.1007/s00500-014-1313-x  |2 doi 
035 |a (NATIONALLICENCE)springer-10.1007/s00500-014-1313-x 
245 0 0 |a Assessment of learning in environments interactive through fuzzy cognitive maps  |h [Elektronische Daten]  |c [Holman Barón, Rubén Crespo, Jordán Pascual Espada, Oscar Martínez] 
520 3 |a Fuzzy cognitive maps have been applied in different areas to express the dynamic behavior of a set of related concepts. These maps are powerful tools for analysis and generate simulations in dynamic systems. Nowadays, individuals use a lot of different technological media: smart TV, Internet, video games, mobile phones, etc. Some of these media present new ways to play, express, learn and communicate. The use of multimedia has become popular in the education field, these multimedia techniques can allow students to get more entertainment, immersion, and interactivity. An interactive learning environment can provide useful information to analyze the student learning process. Information such as: when the student initiates and completes a task, time between interactions, number of attempts, sequence of decisions taken, results related to the aggregate of the group, etc. This research work presents a learning assessment system that uses multivariate analysis based on structural equation modeling and fuzzy cognitive maps as a tool. The main aim of the proposed system is to facilitate assessment of learning on interactive environments. To validate the proposal, we have performed an empirical evaluation. As a part of the evaluation, we apply a sequence of scenarios to stimulate cognitive function of planning in a child population. In this evaluation, it was observed that most practical tasks obtain better results, confirming the Hebb rule on learning and cellular neurophysiological relationship. 
540 |a Springer-Verlag Berlin Heidelberg, 2014 
690 7 |a Intelligent assessment system  |2 nationallicence 
690 7 |a Fuzzy cognitive map  |2 nationallicence 
690 7 |a Interactive learning environments  |2 nationallicence 
690 7 |a Game-based assessment  |2 nationallicence 
700 1 |a Barón  |D Holman  |u Engineering Faculty, Catholic University of Colombia, Bogotá D.C, Colombia  |4 aut 
700 1 |a Crespo  |D Rubén  |u College of Engineering, Universidad Internacional de La Rioja, Madrid, Spain  |4 aut 
700 1 |a Pascual Espada  |D Jordán  |u College of Engineering, Universidad Internacional de La Rioja, Madrid, Spain  |4 aut 
700 1 |a Martínez  |D Oscar  |u College of Engineering, Universidad Internacional de La Rioja, Madrid, Spain  |4 aut 
773 0 |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/4(2015-04-01), 1037-1050  |x 1432-7643  |q 19:4<1037  |1 2015  |2 19  |o 500 
856 4 0 |u https://doi.org/10.1007/s00500-014-1313-x  |q text/html  |z Onlinezugriff via DOI 
898 |a BK010053  |b XK010053  |c XK010000 
900 7 |a Metadata rights reserved  |b Springer special CC-BY-NC licence  |2 nationallicence 
908 |D 1  |a research-article  |2 jats 
949 |B NATIONALLICENCE  |F NATIONALLICENCE  |b NL-springer 
950 |B NATIONALLICENCE  |P 856  |E 40  |u https://doi.org/10.1007/s00500-014-1313-x  |q text/html  |z Onlinezugriff via DOI 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Barón  |D Holman  |u Engineering Faculty, Catholic University of Colombia, Bogotá D.C, Colombia  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Crespo  |D Rubén  |u College of Engineering, Universidad Internacional de La Rioja, Madrid, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Pascual Espada  |D Jordán  |u College of Engineering, Universidad Internacional de La Rioja, Madrid, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 700  |E 1-  |a Martínez  |D Oscar  |u College of Engineering, Universidad Internacional de La Rioja, Madrid, Spain  |4 aut 
950 |B NATIONALLICENCE  |P 773  |E 0-  |t Soft Computing  |d Springer Berlin Heidelberg  |g 19/4(2015-04-01), 1037-1050  |x 1432-7643  |q 19:4<1037  |1 2015  |2 19  |o 500