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What is Adaptive Hypermedia Systems

Bayesian Networks for Managing Learner Models in Adaptive Hypermedia Systems: Emerging Research and Opportunities
On-line information and help systems, as well as institutional information systems, that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
Published in Chapter:
A Learner Model Based on Bayesian Networks in Adaptive Educational Hypermedia Systems
DOI: 10.4018/978-1-5225-7413-2.ch004
Abstract
The work presented in this chapter lies within learner modeling in an adaptive educational system construed as a computational modeling of the learner. All actions of the learner in a learning situation on an adaptive hypermedia system are not limited to valid or invalid actions (true and false), but they are a set of actions that characterize the learning path of formation. Thus, one cannot represent the information from the system of each learner using relative data. It requires putting the work in a probabilistic context due to the changes in the learner model information during formation. In this chapter, the authors propose to use Bayesian networks as a probabilistic framework to resolve the issue of dynamic management and update of the learner model. The experiments and results presented in this work are arguments in favor of the hypothesis and can also promote reusing the modeling obtained through different systems and similar modeling situations.
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More Results
The Combination of Bayesian Networks and Stereotypes to Initialize the Learner Model in Adaptive Educational Hypermedia Systems
On-line information and help systems, as well as institutional information systems, that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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A Comparative Study of the Modeling Techniques and Models of a Learner Model in Adaptive Hypermedia Educational Systems
On-line information and help systems, as well as institutional information systems, that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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A Learner Model Based on Multi-Entity Bayesian Networks in Adaptive Hypermedia Educational Systems
On-line information and help systems, as well as institutional information systems, that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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Managing the Learner Model With Multi-Entity Bayesian Networks in Adaptive Hypermedia Systems
Online information and help systems, as well as institutional information systems that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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Development of Adaptive Social Network Based on Learners' Thinking and Learning Styles
Adaptive hypermedia systems (AHS) build a model of goals, preferences, and knowledge of the individual user and use this throughout the interaction for adaptation to the needs of user, making it possible to deliver “personalised” views or versions of a hypermedia document without requiring programming by the author(s).
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The Determination of Learning Styles in a Learner Model Using the Combination of Bayesian Network and the Overlay Model
On-line information and help systems, as well as institutional information systems, that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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Implementing a Probabilistic Learner Model Into a Course Creation Application
An online information and help systems, as well as institutional information systems that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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Combining the Overlay Model and Bayesian Networks to Determine Learning Styles in AHES
An online information and help system, as well as institutional information systems that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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A Comparative Study of the Functionalities and Characteristics of a Learner Model in Adaptive Hypermedia Educational Systems
On-line information and help systems, as well as institutional information systems, that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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Development of Bayesian Networks From Use Case Diagrams for Managing the Learner Model
On-line information and help systems, as well as institutional information systems, that provide hyperlinks that are most relevant to the user in an effort to shape the user's cognitive load.
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Personalized Advertising Methods in Digital Interactive Television
Systems that adapt their content, structure, or presentation to the features of their users.
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