DocumentCode
1784555
Title
Personalizing E-learning curriculum using: reversed roulette wheel selection algorithm
Author
Ballera, Melvin ; Lukandu, Ismail Ateya ; Radwan, Abdalla
Author_Institution
Comput. Sci. Dept., Sirte Univ., Sirte, Libya
fYear
2014
fDate
22-24 Sept. 2014
Firstpage
91
Lastpage
97
Abstract
E-learning poses a challenge in a pedagogical perspective such as finding ways on how to motivate the students to learn in spite of the absence of a human instructor. Many researchers in the field have proposed and implemented various mechanisms to improve the learning process such as individualization and personalization. The main objectives is to maximize learning by dynamically selecting the closest teaching operation in order to achieve the learning goals. In this paper, a revolutionary technique has been proposed and implemented to perform individualization and personalization using reversed roulette wheel selection algorithm that runs at O(n). The technique is simpler to implement and is algorithmically less expensive compared to other revolutionary algorithms since it collects the dynamic real time performance such as examinations, reviews and study matrices. Results show that the implemented system is capable of recommending new learning sequences that lessens time of study based on their prior knowledge and real performance matrix.
Keywords
computer aided instruction; human computer interaction; E-learning curriculum personalization; learning sequences; performance matrix; reversed roulette wheel selection algorithm; Electronic learning; Genetic algorithms; Heuristic algorithms; Materials; Sociology; Statistics; Wheels; Personalized learning sequence; fitness value; genetic algorithms; personalization; reversed roulette wheel selection algorithms;
fLanguage
English
Publisher
ieee
Conference_Titel
Education Technologies and Computers (ICETC), 2014 The International Conference on
Conference_Location
Lodz
Print_ISBN
978-1-4799-6247-1
Type
conf
DOI
10.1109/ICETC.2014.6998908
Filename
6998908
Link To Document