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Bayesian Networks for Managing Learner Models in Adaptive Hypermedia Systems: Emerging Research and Opportunities

Author: Tadlaoui, Mouenis Anouar

Publisher: IGI Global

Published: 2018-11-16

Total Pages: 199

ISBN-13: 152257414X

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Teachers use e-learning systems to develop course notes and web-based activities to communicate with learners on one side and monitor and classify their progress on the other. Learners use it for learning, communication, and collaboration. Adaptive e-learning systems often employ learner models, and the behavior of an adaptive system varies depending on the data from the learner model and the learner's profile. Without knowing anything about the learner who uses the system, a system would behave in exactly the same way for all learners. Bayesian Networks for Managing Learner Models in Adaptive Hypermedia Systems: Emerging Research and Opportunities is a collection of research on the use of Bayesian networks and methods as a probabilistic formalism for the management of the learner model in adaptive hypermedia. It specifically discusses comparative studies, transformation rules, and case diagrams that support all phases of the learner model and the use of Bayesian networks and multi-entity Bayesian networks to manage dynamic aspects of this model. While highlighting topics such as developing the learner model, learning management systems, and modeling techniques, this book is ideally designed for instructional designers, course administrators, educators, researchers, and professionals.

Book Synopsis Bayesian Networks for Managing Learner Models in Adaptive Hypermedia Systems: Emerging Research and Opportunities by : Tadlaoui, Mouenis Anouar

Download or read book Bayesian Networks for Managing Learner Models in Adaptive Hypermedia Systems: Emerging Research and Opportunities written by Tadlaoui, Mouenis Anouar and published by IGI Global. This book was released on 2018-11-16 with total page 199 pages. Available in PDF, EPUB and Kindle. Book excerpt: Teachers use e-learning systems to develop course notes and web-based activities to communicate with learners on one side and monitor and classify their progress on the other. Learners use it for learning, communication, and collaboration. Adaptive e-learning systems often employ learner models, and the behavior of an adaptive system varies depending on the data from the learner model and the learner's profile. Without knowing anything about the learner who uses the system, a system would behave in exactly the same way for all learners. Bayesian Networks for Managing Learner Models in Adaptive Hypermedia Systems: Emerging Research and Opportunities is a collection of research on the use of Bayesian networks and methods as a probabilistic formalism for the management of the learner model in adaptive hypermedia. It specifically discusses comparative studies, transformation rules, and case diagrams that support all phases of the learner model and the use of Bayesian networks and multi-entity Bayesian networks to manage dynamic aspects of this model. While highlighting topics such as developing the learner model, learning management systems, and modeling techniques, this book is ideally designed for instructional designers, course administrators, educators, researchers, and professionals.

Learner Modeling Based on Bayesian Networks

Author: Anouar Tadlaoui Mouenis

Publisher:

Published: 2015

Total Pages:

ISBN-13:

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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 systems are not limited to valid or invalid actions (true and false), but they are a set of actions that characterize the learning path of his formation. Thus, we cannot represent the information from the system of each learner using relative data. It requires putting our work in a probabilistic context due to the changes in the learner model information during formation. We propose in this work 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 our hypothesis, and can also promote reusing the modeling obtained through different systems and similar modeling situations.

Book Synopsis Learner Modeling Based on Bayesian Networks by : Anouar Tadlaoui Mouenis

Download or read book Learner Modeling Based on Bayesian Networks written by Anouar Tadlaoui Mouenis and published by . This book was released on 2015 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: 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 systems are not limited to valid or invalid actions (true and false), but they are a set of actions that characterize the learning path of his formation. Thus, we cannot represent the information from the system of each learner using relative data. It requires putting our work in a probabilistic context due to the changes in the learner model information during formation. We propose in this work 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 our hypothesis, and can also promote reusing the modeling obtained through different systems and similar modeling situations.

Personalization and Collaboration in Adaptive E-Learning

Author: Tadlaoui, Mouenis Anouar

Publisher: IGI Global

Published: 2019-12-13

Total Pages: 348

ISBN-13: 1799814947

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As part of e-learning, adaptive systems are more specialized and focus on the adaptation of learning content and presentation of this content. An adaptive system focuses on how knowledge is learned and pays attention to the activities, cognitive structures, and context of the learning material. The adaptive term refers to the automatic adaptation of the system to the learner. The needs of the learner are borne by the system itself. The learner did not ask to change the parameters of the system to his own needs; it is rather the needs of the learner that will be supposed by the system. The system adapts according to this necessity. Personalization and Collaboration in Adaptive E-Learning is an essential reference book that aims to describe the specific steps in designing a scenario for a collaborative learning activity in the particular context of personalization in adaptive systems and the key decisions that need to be made by the teacher-learner. By applying theoretical and practical aspects of personalization in adaptive systems and applications within education, this collection features coverage on a broad range of topics that include adaptive teaching, personalized learning, and instructional design. This book is ideally designed for instructional designers, curriculum developers, educational software developers, IT specialists, educational administrators, professionals, professors, researchers, and students seeking current research on comparative studies and the pedagogical issues of personalized and collaborative learning.

Book Synopsis Personalization and Collaboration in Adaptive E-Learning by : Tadlaoui, Mouenis Anouar

Download or read book Personalization and Collaboration in Adaptive E-Learning written by Tadlaoui, Mouenis Anouar and published by IGI Global. This book was released on 2019-12-13 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt: As part of e-learning, adaptive systems are more specialized and focus on the adaptation of learning content and presentation of this content. An adaptive system focuses on how knowledge is learned and pays attention to the activities, cognitive structures, and context of the learning material. The adaptive term refers to the automatic adaptation of the system to the learner. The needs of the learner are borne by the system itself. The learner did not ask to change the parameters of the system to his own needs; it is rather the needs of the learner that will be supposed by the system. The system adapts according to this necessity. Personalization and Collaboration in Adaptive E-Learning is an essential reference book that aims to describe the specific steps in designing a scenario for a collaborative learning activity in the particular context of personalization in adaptive systems and the key decisions that need to be made by the teacher-learner. By applying theoretical and practical aspects of personalization in adaptive systems and applications within education, this collection features coverage on a broad range of topics that include adaptive teaching, personalized learning, and instructional design. This book is ideally designed for instructional designers, curriculum developers, educational software developers, IT specialists, educational administrators, professionals, professors, researchers, and students seeking current research on comparative studies and the pedagogical issues of personalized and collaborative learning.

Handbook of Research on Ecosystem-Based Theoretical Models of Learning and Communication

Author: Railean, Elena A.

Publisher: IGI Global

Published: 2019-03-22

Total Pages: 401

ISBN-13: 1522578544

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ICT and globalization have completely redefined learning and communication. People virtually connect to, collaborate with, and learn from other individuals. Because educational technology has matured considerably since its inception, there are still many issues in the design of learner-centered environments. The Handbook of Research on Ecosystem-Based Theoretical Models of Learning and Communication is an essential reference source that discusses learning and communication ecosystems and the strategic role of trust at different levels of the information and knowledge society. Featuring research on topics such as global society, life-long learning, and nanotechnology, this book is ideally designed for educators, instructional designers, principals, administrators, professionals, researchers, and students.

Book Synopsis Handbook of Research on Ecosystem-Based Theoretical Models of Learning and Communication by : Railean, Elena A.

Download or read book Handbook of Research on Ecosystem-Based Theoretical Models of Learning and Communication written by Railean, Elena A. and published by IGI Global. This book was released on 2019-03-22 with total page 401 pages. Available in PDF, EPUB and Kindle. Book excerpt: ICT and globalization have completely redefined learning and communication. People virtually connect to, collaborate with, and learn from other individuals. Because educational technology has matured considerably since its inception, there are still many issues in the design of learner-centered environments. The Handbook of Research on Ecosystem-Based Theoretical Models of Learning and Communication is an essential reference source that discusses learning and communication ecosystems and the strategic role of trust at different levels of the information and knowledge society. Featuring research on topics such as global society, life-long learning, and nanotechnology, this book is ideally designed for educators, instructional designers, principals, administrators, professionals, researchers, and students.

Care and Culturally Responsive Pedagogy in Online Settings

Author: Kyei-Blankson, Lydia

Publisher: IGI Global

Published: 2019-04-19

Total Pages: 423

ISBN-13: 152257803X

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As enrollment numbers continue to grow for online education classes, it is imperative instructors be prepared to teach students from diverse groups. Students who engage in learning in classrooms where their backgrounds are recognized and the instruction is welcoming and all-inclusive perform better. Individuals who teach in online settings must endeavor to create caring and culturally appropriate environments to encourage learning among all students irrespective of their demographic composition. Care and Culturally Responsive Pedagogy in Online Settings is a collection of innovative research on the incorporation of culturally sensitive teaching practices in online classrooms, and how these methods have had an impact on student learning. While highlighting topics including faculty teaching, restorative justice, and nontraditional students, this book is ideally designed for instructors, researchers, instructional designers, administrators, policymakers, and students seeking current research on online educators incorporating care and culturally responsive pedagogy into practice.

Book Synopsis Care and Culturally Responsive Pedagogy in Online Settings by : Kyei-Blankson, Lydia

Download or read book Care and Culturally Responsive Pedagogy in Online Settings written by Kyei-Blankson, Lydia and published by IGI Global. This book was released on 2019-04-19 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: As enrollment numbers continue to grow for online education classes, it is imperative instructors be prepared to teach students from diverse groups. Students who engage in learning in classrooms where their backgrounds are recognized and the instruction is welcoming and all-inclusive perform better. Individuals who teach in online settings must endeavor to create caring and culturally appropriate environments to encourage learning among all students irrespective of their demographic composition. Care and Culturally Responsive Pedagogy in Online Settings is a collection of innovative research on the incorporation of culturally sensitive teaching practices in online classrooms, and how these methods have had an impact on student learning. While highlighting topics including faculty teaching, restorative justice, and nontraditional students, this book is ideally designed for instructors, researchers, instructional designers, administrators, policymakers, and students seeking current research on online educators incorporating care and culturally responsive pedagogy into practice.

Biometric Authentication in Online Learning Environments

Author: Kumar, A.V. Senthil

Publisher: IGI Global

Published: 2019-02-15

Total Pages: 314

ISBN-13: 1522577254

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Student assessment in online learning is submitted remotely without any face-to-face interaction, and therefore, student authentication is widely seen as one of the major challenges in online examination. Authentication is the process of determining whether someone or something is, in fact, who or what it is declared to be. As the dependence upon computers and computer networks grows, especially within education, the need for authentication has increased. Biometric Authentication in Online Learning Environments provides innovative insights into biometrics as a strategy to mitigate risk and provide authentication, while introducing a framework that provides security to improve e-learning and on-line examination by utilizing biometric-based authentication techniques. This book examines e-learning, security, threats in online exams, security considerations, and biometric technologies, and is designed for IT professionals, higher education administrators, professors, researchers, business professionals, academicians, and libraries seeking topics centered on biometrics as an authentication strategy within educational environments.

Book Synopsis Biometric Authentication in Online Learning Environments by : Kumar, A.V. Senthil

Download or read book Biometric Authentication in Online Learning Environments written by Kumar, A.V. Senthil and published by IGI Global. This book was released on 2019-02-15 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: Student assessment in online learning is submitted remotely without any face-to-face interaction, and therefore, student authentication is widely seen as one of the major challenges in online examination. Authentication is the process of determining whether someone or something is, in fact, who or what it is declared to be. As the dependence upon computers and computer networks grows, especially within education, the need for authentication has increased. Biometric Authentication in Online Learning Environments provides innovative insights into biometrics as a strategy to mitigate risk and provide authentication, while introducing a framework that provides security to improve e-learning and on-line examination by utilizing biometric-based authentication techniques. This book examines e-learning, security, threats in online exams, security considerations, and biometric technologies, and is designed for IT professionals, higher education administrators, professors, researchers, business professionals, academicians, and libraries seeking topics centered on biometrics as an authentication strategy within educational environments.

Handbook of Research on Engaging Immigrant Families and Promoting Academic Success for English Language Learners

Author: Onchwari, Grace

Publisher: IGI Global

Published: 2019-04-26

Total Pages: 480

ISBN-13: 1522582843

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In the past few years, there has been an influx of immigrant children into the school system, many with a limited understanding of English. Successfully teaching these students requires educators to understand their characteristics and to learn how to engage immigrant families to support their children’s academic achievements. The Handbook of Research on Engaging Immigrant Families and Promoting Academic Success for English Language Learners is a collection of innovative research that utilizes teacher professional development models, assessment practices, teaching strategies, and parental involvement strategies to develop ways for communities and educators to create social and academic conditions that promote the academic success of immigrant and English language learners. While highlighting topics including bilingual learners, family engagement, and teacher development, this book is ideally designed for early childhood, elementary, middle, K-12, and secondary school teachers; school administrators; faculty; academicians; and researchers.

Book Synopsis Handbook of Research on Engaging Immigrant Families and Promoting Academic Success for English Language Learners by : Onchwari, Grace

Download or read book Handbook of Research on Engaging Immigrant Families and Promoting Academic Success for English Language Learners written by Onchwari, Grace and published by IGI Global. This book was released on 2019-04-26 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the past few years, there has been an influx of immigrant children into the school system, many with a limited understanding of English. Successfully teaching these students requires educators to understand their characteristics and to learn how to engage immigrant families to support their children’s academic achievements. The Handbook of Research on Engaging Immigrant Families and Promoting Academic Success for English Language Learners is a collection of innovative research that utilizes teacher professional development models, assessment practices, teaching strategies, and parental involvement strategies to develop ways for communities and educators to create social and academic conditions that promote the academic success of immigrant and English language learners. While highlighting topics including bilingual learners, family engagement, and teacher development, this book is ideally designed for early childhood, elementary, middle, K-12, and secondary school teachers; school administrators; faculty; academicians; and researchers.

Multimodal Narratives in Research and Teaching Practices

Author: Lopes, J. Bernardino

Publisher: IGI Global

Published: 2019-02-01

Total Pages: 418

ISBN-13: 1522585710

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While already validated by the scientific community, multimodal narratives have the potential for a broader application, especially for improved teaching practices from a professional or a theoretical point of view. Applying multimodal narratives within professional development courses creates a focus on the teaching practices rather than the content itself. Multimodal Narratives in Research and Teaching Practices provides educator and researcher perspectives on the use of multimodal narratives as a tool to reflect and improve teaching practices. Covering such topics as professional development, online learning, and teacher education, this publication is designed for educators, academicians, administrators, and researchers.

Book Synopsis Multimodal Narratives in Research and Teaching Practices by : Lopes, J. Bernardino

Download or read book Multimodal Narratives in Research and Teaching Practices written by Lopes, J. Bernardino and published by IGI Global. This book was released on 2019-02-01 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: While already validated by the scientific community, multimodal narratives have the potential for a broader application, especially for improved teaching practices from a professional or a theoretical point of view. Applying multimodal narratives within professional development courses creates a focus on the teaching practices rather than the content itself. Multimodal Narratives in Research and Teaching Practices provides educator and researcher perspectives on the use of multimodal narratives as a tool to reflect and improve teaching practices. Covering such topics as professional development, online learning, and teacher education, this publication is designed for educators, academicians, administrators, and researchers.

Opening Up Education for Inclusivity Across Digital Economies and Societies

Author: Ordóñez de Pablos, Patricia

Publisher: IGI Global

Published: 2019-03-15

Total Pages: 352

ISBN-13: 1522574743

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The evolution of information technologies, mobile devices, and social media as well as the needs of students, workers, and academics have experienced rapid changes in the past several years. This complex and dynamic reality requires new forms of delivery of learning content to students, the building of special learning environments, and new teaching methodologies for academics. Opening Up Education for Inclusivity Across Digital Economies and Societies is an essential reference source that aims to foster the international exchange of academic insights and approaches in order to broaden visibility in the development of technology for education, establish an international platform for interactions on information technology and application in education, accelerate innovation in education technology, and analyze the latest achievements and progress in new and emerging information technology for education with a special focus on higher education institutions. The book addresses applications of technology use and digital competence development in education systems around the world including both specific uses in classrooms and broader uses in national and regional policies. The book is ideally designed for educators, administrators, policymakers, managers, politicians, and academicians.

Book Synopsis Opening Up Education for Inclusivity Across Digital Economies and Societies by : Ordóñez de Pablos, Patricia

Download or read book Opening Up Education for Inclusivity Across Digital Economies and Societies written by Ordóñez de Pablos, Patricia and published by IGI Global. This book was released on 2019-03-15 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: The evolution of information technologies, mobile devices, and social media as well as the needs of students, workers, and academics have experienced rapid changes in the past several years. This complex and dynamic reality requires new forms of delivery of learning content to students, the building of special learning environments, and new teaching methodologies for academics. Opening Up Education for Inclusivity Across Digital Economies and Societies is an essential reference source that aims to foster the international exchange of academic insights and approaches in order to broaden visibility in the development of technology for education, establish an international platform for interactions on information technology and application in education, accelerate innovation in education technology, and analyze the latest achievements and progress in new and emerging information technology for education with a special focus on higher education institutions. The book addresses applications of technology use and digital competence development in education systems around the world including both specific uses in classrooms and broader uses in national and regional policies. The book is ideally designed for educators, administrators, policymakers, managers, politicians, and academicians.

Cognitive Computing in Technology-Enhanced Learning

Author: Lytras, Miltiadis D.

Publisher: IGI Global

Published: 2019-05-31

Total Pages: 345

ISBN-13: 1522590323

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Various technologies and applications such as cognitive computing, artificial intelligence, and learning analytics have received increased attention in recent years. The growing demand behind their adoption and exploitation in different application contexts has captured the attention of learning technology specialists, computer engineers, and business researchers who are attempting to decipher the phenomenon of personalized e-learning, its relation to already conducted research, and its implications for new research opportunities that effect innovations in teaching. Cognitive Computing in Technology-Enhanced Learning is a critical resource publication that aims to demonstrate state-of-the-art approaches of advanced data mining systems in e-learning, such as MOOCs and other innovative technologies, to improve learning analytics, as well as to show how new and advanced user interaction designs, educational models, and adoptive strategies can expand sustainability in applied learning technologies. Highlighting a range of topics such as augmented reality, ethics, and online learning environments, this book is ideal for educators, instructional designers, higher education faculty, school administrators, academicians, researchers, and students.

Book Synopsis Cognitive Computing in Technology-Enhanced Learning by : Lytras, Miltiadis D.

Download or read book Cognitive Computing in Technology-Enhanced Learning written by Lytras, Miltiadis D. and published by IGI Global. This book was released on 2019-05-31 with total page 345 pages. Available in PDF, EPUB and Kindle. Book excerpt: Various technologies and applications such as cognitive computing, artificial intelligence, and learning analytics have received increased attention in recent years. The growing demand behind their adoption and exploitation in different application contexts has captured the attention of learning technology specialists, computer engineers, and business researchers who are attempting to decipher the phenomenon of personalized e-learning, its relation to already conducted research, and its implications for new research opportunities that effect innovations in teaching. Cognitive Computing in Technology-Enhanced Learning is a critical resource publication that aims to demonstrate state-of-the-art approaches of advanced data mining systems in e-learning, such as MOOCs and other innovative technologies, to improve learning analytics, as well as to show how new and advanced user interaction designs, educational models, and adoptive strategies can expand sustainability in applied learning technologies. Highlighting a range of topics such as augmented reality, ethics, and online learning environments, this book is ideal for educators, instructional designers, higher education faculty, school administrators, academicians, researchers, and students.