DocumentCode :
1769007
Title :
A study on constructing user adaptive learning environment to realize sustainable self-study
Author :
Kurisu, Taiki ; Matsumoto, Shinichi ; Kashima, Tomoko ; Akiyoshi, Masanori
Author_Institution :
Grad. Sch. of Sci. & Technol., Hiroshima Inst. of Technol., Hiroshima, Japan
fYear :
2014
fDate :
7-8 Nov. 2014
Firstpage :
131
Lastpage :
136
Abstract :
LMS (Learning Management System) based selfstudy with simple multiple-choice questions is available with no need to score by using its automatic scoring capability. However, this type of learning environment cannot help students who do not have enough learning management and self-study abilities. As a basis for constructing user adaptive learning environment, this study aims to develop an e-Learning system for supporting each one´s self-study of knowledge acquisition. To improve learning activities of students who have not been enough supported, this paper focuses on the automatic learning contents delivery to each user´s mobile device, and constructs an English words learning system based on multiple choice tests. By collecting all users´ historical data through the operational experiment of this developed system and getting feedback of subjective evaluation from students, the effectiveness of the developed system is analyzed. From the analysis result, this paper examines practical effectiveness of item response theory for user adaptive learning contents provision because maintaining each user´s motivation is considered to be important issue in the learning of knowledge acquisition, and item response theory can control the difficulty of exercises in response to each user´s understanding. Based on the result of preliminary experiment, the effect of item response theory was shown between students with different learning ability. Additionally this paper gives discussion for realizing e-Learning service with learner adaptation functionality, the conceptions to evaluate each user´s learning effort and to realize the learning of knowledge acquisition.
Keywords :
knowledge acquisition; learning management systems; mobile computing; natural language processing; English words learning system; LMS; automatic scoring capability; e-learning system; item response theory; knowledge acquisition; learner adaptation functionality; learning management system; mobile device; subjective evaluation; sustainable self-study; user adaptive learning contents; user adaptive learning environment; Accuracy; Electronic learning; Electronic mail; Knowledge acquisition; Least squares approximations; Protocols; Servers; English words learning; Item Response Theory; Mobile learning; Push-based e-Learning; User adaptive;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Intelligence and Applications (IWCIA), 2014 IEEE 7th International Workshop on
Conference_Location :
Hiroshima
ISSN :
1883-3977
Print_ISBN :
978-1-4799-4771-3
Type :
conf
DOI :
10.1109/IWCIA.2014.6988092
Filename :
6988092
Link To Document :
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