scholarly journals Gap Detection in Web-Based Adaptive Educational Systems

Author(s):  
Dominik Jednoralski ◽  
Erica Melis ◽  
Sergey Sosnovsky ◽  
Carsten Ullrich
2009 ◽  
Vol 53 (3) ◽  
pp. 828-840 ◽  
Author(s):  
Cristóbal Romero ◽  
Sebastián Ventura ◽  
Amelia Zafra ◽  
Paul de Bra

Author(s):  
Kyparisia A. Papanikolaou ◽  
Maria Grigoriadou

Recently there has been a growing appreciation concerning learner control over the learning/instructional process, leading to the development of mixed-initiative systems where learners are allowed to take varying levels of control. The design of Adaptive Educational Systems (AES) that provide such learner control opportunities through their adaptive and adaptable dimensions, is a challenging research goal that requires a certain understanding of the learning and instructional processes. To this aim, in this chapter we focus on the educational background that should underlie the design of adaptation and learner-system interaction in the context of AES used for Web-based education. We propose an instructional framework that supports a variety of instructional approaches and provides guidelines that unify several processes underlying adaptation such as structuring the domain knowledge, developing the content, and planning individualised support—assessment—learner control opportunities. This framework incorporates a variety of approaches over instruction and assessment, in order to accommodate the diversity of learners’ needs and preferences, and enable them to choose when, what, and how to learn. The theoretical background underlying the design of the framework and the implications for Web-based AES design are also discussed.


2002 ◽  
pp. 91-123
Author(s):  
C. M. Papaterpos ◽  
P. A. Zafiris ◽  
N. P. Georgantis ◽  
T. S. Papatheodorou

2008 ◽  
pp. 579-593
Author(s):  
Kyparisia A. Papanikolaou ◽  
Maria Grigoriadou

Recently there has been a growing appreciation concerning learner control over the learning/instructional process, leading to the development of mixed-initiative systems where learners are allowed to take varying levels of control. The design of Adaptive Educational Systems (AES) that provide such learner control opportunities through their adaptive and adaptable dimensions, is a challenging research goal that requires a certain understanding of the learning and instructional processes. To this aim, in this chapter we focus on the educational background that should underlie the design of adaptation and learner-system interaction in the context of AES used for Web-based education. We propose an instructional framework that supports a variety of instructional approaches and provides guidelines that unify several processes underlying adaptation such as structuring the domain knowledge, developing the content, and planning individualised support—assessment—learner control opportunities. This framework incorporates a variety of approaches over instruction and assessment, in order to accommodate the diversity of learners’ needs and preferences, and enable them to choose when, what, and how to learn. The theoretical background underlying the design of the framework and the implications for Web-based AES design are also discussed.


Author(s):  
Elvira Popescu

The chapter provides an overview of the individual differences that have an impact on the learning process and that are currently integrated in adaptive educational systems (AES). The focus is on one of these human factors in particular, namely learning style, which constitutes a popular source of adaptation in recent AES, but also one of the most controversial. The chapter includes a critical analysis of learning styles and their use in technology-enhanced learning settings, motivating the need for a Unified Learning Style Model (ULSM). This model integrates a carefully selected set of learning preferences extracted from several traditional learning style models, related to perception modality, way of processing and organizing information, as well as motivational and social aspects. The practical applicability of the model is also shown by briefly introducing an adaptive Web-based educational system built on it (called WELSA) and reporting the encouraging experimental results obtained so far. The use of ULSM in the emerging Web 2.0 context is also envisioned, by proposing the addition of a social learning dimension to WELSA.


Author(s):  
José Campo-Ávila ◽  
Ricardo Conejo ◽  
Francisco Triguero ◽  
Rafael Morales-Bueno

Author(s):  
Percy Kwok

Because of the ever changing nature of work and society under knowledge-based economy in the 21st century, students and teachers need to develop ways of dealing with complex issues and thorny problems that require new kinds of knowledge that they have not ever learned or taught (Drucker, 1999). Therefore, they need to work and collaborate with others. They also need to be able to learn new things from a variety of resources and people, and to investigate questions and bring their learning back to their dynamic life communities. There have arisen recent learning community approaches (Bereiter, 2002; Bielaczyc & Collins, 1999) and learning ecology (Siemens, 2003) or information ecology approaches (Capurro, 2003) to education. These approaches fit well with the growing emphasis on lifelong, lifewide learning and knowledge-building works. Following this trend, the Internet technologies have been translated into a number of strategies for teaching and learning (Jonassen, Howland, Moore, & Marra, 2003) with supportive development of one-to-one (e.g., e-mail posts), one-to-many (such as e-publications), and many-to-many communications (like video-conferencing). The technologies of computer-mediated communications (CMC) make online instructions possible and have the potential to bring enormous changes to student learning experience of the real world (Rose & Winterfeldt, 1998). It is because individual members of learning communities or ecologies help synthesize learning products via deep information processing processes, mutual negotiation of working strategies, and deep engagement in critical thinking, accompanied by an ownership of team works in those communities or ecologies (Dillenbourg, 1999). In short, technology in communities is essentially a means of creating fluidity between knowledge segments and connecting people in learning communities. However, this Webbased collaborative learning culture is neither currently emphasized in local schools nor explicitly stated out in intended school curriculum guidelines of formal educational systems in most societies. More than this, community ownership or knowledge-construction in learning communities or ecologies may still be infeasible, unless values in learning cultures are necessarily transformed after technical establishment of Web-based learning communities or ecologies.


2012 ◽  
Vol 16 (10) ◽  
pp. 3767-3781 ◽  
Author(s):  
E. Habib ◽  
Y. Ma ◽  
D. Williams ◽  
H. O. Sharif ◽  
F. Hossain

Abstract. HydroViz is a Web-based, student-centered, educational tool designed to support active learning in the field of Engineering Hydrology. The design of HydroViz is guided by a learning model that is based on learning with data and simulations, using real-world natural hydrologic systems to convey theoretical concepts, and using Web-based technologies for dissemination of the hydrologic education developments. This model, while being used in a hydrologic education context, can be adapted in other engineering educational settings. HydroViz leverages the free Google Earth resources to enable presentation of geospatial data layers and embed them in web pages that have the same look and feel of Google Earth. These design features significantly facilitate the dissemination and adoption of HydroViz by any interested educational institutions regardless of their access to data or computer models. To facilitate classroom usage, HydroViz is populated with a set of course modules that can be used incrementally within different stages of an engineering hydrology curriculum. A pilot evaluation study was conducted to determine the effectiveness of the HydroViz tool in delivering its educational content, to examine the buy-in of the program by faculty and students, and to identify specific project components that need to be further pursued and improved. A total of 182 students from seven freshmen and senior-level undergraduate classes in three universities participated in the study. HydroViz was effective in facilitating students' learning and understanding of hydrologic concepts and increasing related skills. Students had positive perceptions of various features of HydroViz and they believe that HydroViz fits well in the curriculum. In general, HydroViz tend to be more effective with students in senior-level classes than students in freshmen classes. Lessons gained from this pilot study provide guidance for future adaptation and expansion studies to scale-up the application and utility of HydroViz and other similar systems into various hydrology and water-resource engineering curriculum settings. The paper presents a set of design principles that contribute to the development of other active hydrology educational systems.


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