Adaptive systems: a content analysis on technical side for e-learning environments

被引:0
作者
Ahmad A. Kardan
Mahdi Aziz
Maryam Shahpasand
机构
[1] AmirKabir University of Technology,
来源
Artificial Intelligence Review | 2015年 / 44卷
关键词
Adaptive technology; Machine learning; Soft computing; Adaptive e-learning system; Ontology; Application software;
D O I
暂无
中图分类号
学科分类号
摘要
Adaptive systems refer to autonomous interactive systems that adjust their behavior and functionality to environmental changes. In e-learning context, adaptive e-learning systems (AESs) adapt their services to users interests, knowledge and goals. In order to investigate the trend of researches in the field of adaptation in e-learning systems, a comprehensive survey of research papers in this context is presented. In this regard, 190 research papers, published between 2000 and 2012, from 45 journals are reviewed and analyzed. The basic contributions of the paper are manifold. First, it provides classifications of research papers from two different points of view: the adaptive technologies utilized in research papers in order to provide adaptation services for AESs and the application fields of research papers in AESs as research goals. Second, it presents statistical analyses on adaptive technologies and application fields. The analyses are carried out based on publication year of papers, the publication year versus adaptive technologies, the publication year versus application fields and adaptive technologies versus application fields. Third, the open problems, current state and prospective direction of researches in AESs are discussed. Finally, the paper suggests what adaptive technology might be the best choice for ongoing researches in each application field.
引用
收藏
页码:365 / 391
页数:26
相关论文
共 534 条
  • [1] Acampora G(2011)Combining multi-agent paradigm and memetic computing for personalized and adaptive learning experiences Comput Intel 27 141-165
  • [2] Gaeta M(2012)Adaptive educational hypermedia accommodating learning styles: a content analysis of publications from 2000 to 2011 Comput Educ 58 835-842
  • [3] Loia V(2007)An approach for automatic generation of adaptive hypermedia in education with multilingual knowledge discovery techniques Comput Educ 49 495-513
  • [4] Akbulut Y(2011)Evolutionary computation approaches to the curriculum sequencing problem Nat Comput 10 891-920
  • [5] Cardak CS(2008)Teaching materials to enhance the visual expression of web pages for students not in art or design majors Comput Educ 51 815-828
  • [6] Alfonseca E(2004)Embedding information retrieval in adaptive hypermedia: IR meets AHA! New Rev Hypermed Multimed 10 53-76
  • [7] Rodríguez P(2010)User modeling and adaptive semantic web Semant Web 1 105-110
  • [8] Pérez D(2005)Criton: a hypermedia design tool Multimed Tools Appl 27 5-21
  • [9] Al-Muhaideb S(2008)Automatically constructing concept maps based on fuzzy rules for adapting learning systems Expert Syst Appl 35 41-49
  • [10] Menai M(2004)Web-based adaptive tutoring: an approach based on logic agents and reasoning about actions Artif Intel Rev 22 3-39