Personalization In Technology Enhanced Learning

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Personalized Recommender System For Technology Enhanced Learning Using Learners Metacognitive Activities

Author : Lydia Odilinye
ISBN : OCLC:1144862121
Genre :
File Size : 25.5 MB
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Learning, an active cognitive activity, differs from one learner to another. This therefore suggests the need for personalized learning. Recommender systems in this context can be seen as a resourceful tool to provide appropriate learning materials that are tailored to the (personalized) learning needs and goals of the learner; and also to enhance learning. The development of personalized recommender systems typically involves a \textit{learner model} component, which is used to capture and store the personal information, preferences and other characteristics of the learner. While reading, learners engage in number of metacognitive activities e.g. text marking/creating highlights. These metacognitive interactions could serve as useful information for the learner model, to achieve personalization. In addition, the use of a probabilistic topic modeling based document retrieval (Latent Dirichlet Indexing) method makes it possible to provide finer grained multiple but topically related documents to facilitate learning. The current study investigates the effectiveness of using the highlights (a metacognitive activity) a learner makes while reading, as a preference elicitation method for the learner model. It also investigates the use of the Latent Dirichlet Indexing model to provide relevant recommendation of textual learning materials that enhance the personalized learning experiences of learners in a task-oriented activity. The experimental design allows the comparison of the performance, learner experience, learner interaction, and a number of other subjective analysis measures among two groups conditions; where one group receives recommendations based on the proposed methodology, and the second group receive random recommendations. The recommender system is integrated with nStudy, an online learning platform that provides a number of annotation tools (e.g. highlighting, tags) that support metacognitive activities. Findings show that the highlights learners create while reading serve as an appropriate input mechanism to guide personalized learning recommendations. Specifically, there was a significant difference in the learners' evaluation of the recommendation quality and accuracy between the two group conditions. The findings revealed that the learners in the experimental had positive perception of the recommendation quality and accuracy, which is also correlated to the user experience, and interaction.
Category:

Design Of Technology Enhanced Learning

Author : Matt Bower
ISBN : 9781787141827
Genre : Education
File Size : 33.98 MB
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This book explains how educational research can inform the design of technology-enhanced learning environments. After laying pedagogical, technological and content foundations, it analyses learning in Web 2.0, Social Networking, Mobile Learning and Virtual Worlds to derive nuanced principles for technology-enhanced learning design.
Category: Education

Computational Intelligence For Technology Enhanced Learning

Author : Fatos Xhafa
ISBN : 9783642112232
Genre : Mathematics
File Size : 55.14 MB
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E-Learning has become one of the most wide spread ways of distance teaching and learning. Technologies such as Web, Grid, and Mobile and Wireless networks are pushing teaching and learning communities to find new and intelligent ways of using these technologies to enhance teaching and learning activities. Indeed, these new technologies can play an important role in increasing the support to teachers and learners, to shorten the time to learning and teaching; yet, it is necessary to use intelligent techniques to take advantage of these new technologies to achieve the desired support to teachers and learners and enhance learners’ performance in distributed learning environments. The chapters of this volume bring advances in using intelligent techniques for technology enhanced learning as well as development of e-Learning applications based on such techniques and supported by technology. Such intelligent techniques include clustering and classification for personalization of learning, intelligent context-aware techniques, adaptive learning, data mining techniques and ontologies in e-Learning systems, among others. Academics, scientists, software developers, teachers and tutors and students interested in e-Learning will find this book useful for their academic, research and practice activity.
Category: Mathematics

Methodologies And Intelligent Systems For Technology Enhanced Learning 10th International Conference

Author : Pierpaolo Vittorini
ISBN : 9783030525385
Genre : Technology & Engineering
File Size : 85.93 MB
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This book intends to bring together researchers and developers from industry, the education field, and the academic world to report on the latest scientific research, technical advances, and methodologies. The 10th International Conference in Methodologies and Intelligent Systems for Technology Enhanced Learning is hosted by the University of L’Aquila and is going to be held in L’Aquila (Italy). Initially planned on the 17th to the 19th of June 2020, it was postponed to the 7th to the 9th of October 2020, due to the COVID-19 outbreak. The 10th edition of this conference and its related workshops expand the topics of the evidence-based TEL workshops series in order to provide an open forum for discussing intelligent systems for TEL, their roots in novel learning theories, empirical methodologies for their design or evaluation, stand-alone solutions, or web-based ones. This bridge has been realized also thanks to the sponsor of this edition of MIS4TEL: the Armundia Group https://www.armundia.com, the support from national associations (AEPIA, APPIA, CINI, and EurAI), and organizers (UNIVAQ, UNIROMA1, UNIBZ, UCV, UFSC, USAL, AIR institute, UNC, and UNIBA)
Category: Technology & Engineering

Technology Enhanced Learning Quality Of Teaching And Educational Reform

Author : Miltiadis D. Lytras
ISBN : 9783642131653
Genre : Computers
File Size : 49.76 MB
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It is a great pleasure to share with you the Springer CCIS proceedings of the First International Conference on Reforming Education, Quality of Teaching and Technology-Enhanced Learning: Learning Technologies, Quality of Education, Educational Systems, Evaluation, Pedagogies––TECH-EDUCATION 2010, Which was a part of the World Summit on the Knowledge Society Conference Series. TECH-EDUCATION 2010 was a bold effort aiming to foster a debate on the global need in our times to invest in education. The topics of the conference dealt with six general pillars: Track 1. Quality of Education––A new Vision Track 2. Technology-Enhanced Learning––Learning Technologies––Personalization-E-learning Track 3. Educational Strategies Track 4. Collaborative/ Constructive/ Pedagogical/ Didactical Approaches Track 5. Formal/ Informal/ and Life–Long Learning Perspectives Track 6. Contribution of Education to Sustainable Development Within this general context the Program Committee of the conference invited contributions that fall in to the following list of topics. Track 1: Quality of the Education––A new Vision • Teaching Methodologies and Case Studies • Reforms in Degrees • The European Educational Space • Academic Curricula Designs • Quality of Teaching and Learning • Quality and Academic Assessment • The School / University of the Future • Challenges for Higher Education in the 21st Century • New Managerial Models for Education • Financing the New Model for Education of the 21st Century • The Quality Milestones for Education of the 21st Century • Evaluation in Academia • The Role of Teachers • International Collaborations for Joint Programs/Degrees • Industry–Academia Synergies • Research Laboratories Management
Category: Computers

Technology Enhanced Learning

Author : Dragan Gasevic
ISBN : UOM:39015076179749
Genre : Computers
File Size : 28.7 MB
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With the shift towards the knowledge society, the change of working conditions, and the high-speed evolution of information and communication technologies, peoples' knowledge and skills need continuous updating. Learning based on collaborative working, creativity, multidisciplinarity, adaptiveness, intercultural communication, and problem solving has taken on an important role in everyday life.""Technology Enhanced Learning: Best Practices"" goes beyond traditional discussion on technology enhanced learning to provide research and insights on increasing the efficiency of learning for individuals and groups, facilitating the transfer and sharing of knowledge in organizations, and understanding of the learning process by exploring links among human learning, cognition, and technologies. This Premier Reference Source offers estimable, comprehensive research to researchers and practitioners in the field of technology enhanced learning in various disciplines, including education, sociology, information technology, workplace learning, entertainment, healthcare, tourism, and many others.
Category: Computers

Ubiquitous Learning Environments And Technologies

Author : Kinshuk
ISBN : 3662524996
Genre : Education
File Size : 90.5 MB
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This book focuses on the design and architecture of ubiquitous learning environments, associated technologies, various learning scenarios supported by these environments, and different contexts that arise in environments where the seamless immersion of formal and informal activities and interactions has the potential to contribute to the learning process. With particular focus on adaptivity for individual learners, the book explores the diminishing boundaries of formal and informal learning, and the potential of location-aware context-sensitive approaches that are emerging as successors to the Web 2.0 paradigm.
Category: Education

Intelligent And Adaptive Learning Systems Technology Enhanced Support For Learners And Teachers

Author : Graf, Sabine
ISBN : 9781609608439
Genre : Education
File Size : 72.5 MB
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"This book focuses on how intelligent support and adaptive features can be integrated in currently used learning systems and discusses how intelligent and adaptive learning systems can be improved in order to provide a better learning environment for learners"--Provided by publisher.
Category: Education

International Workshop On Evidence Based Technology Enhanced Learning

Author : Pierpaolo Vittorini
ISBN : 9783642288012
Genre : Computers
File Size : 45.36 MB
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Research on Technology Enhanced Learning (TEL) investigates how information and communication technologies can be designed in order to support pedagogical activities. The workshop proceedings collects contributions concerning evidence based TEL systems, like their design following EBD principles as well as studies or best practices that educators, education stakeholders or psychologists used to diagnose or improve their students' learning skills, including students with specific difficulties. The international ebTEL’12 workshop wants to be a forum in which TEL researchers and practitioners alike can discuss ideas, projects, and lessons related to ebTEL. The workshop takes place in Salamanca, Spain, on March 28th-30th 2012.
Category: Computers

Cognitive And Emotional Processes In Web Based Education

Author : Nikos Tsianos
ISBN : UOM:39015080888293
Genre : Computers
File Size : 55.64 MB
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"This book presents theories and practical frameworks to assist educators and trainers in developing e-learning applications"--Provided by publisher.
Category: Computers

Technology Enhanced Systems And Tools For Collaborative Learning Scaffolding

Author : Thanasis Daradoumis
ISBN : 9783642198137
Genre : Computers
File Size : 83.28 MB
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Technology-Enhanced Systems and Tools for Collaborative Learning Scaffolding is a major research theme in CSCL and CSCW research community. This book presents up-to-date research approaches for developing technology-enhanced systems and tools to support functional online collaborative learning and work settings. It comprises a variety of research topics that span from the study of frameworks and infrastructures that foster collaborative learning and work through the application of different methods (distributed e-learning repositories, content creation and customization, social networks, collaborative ontologies building, and educational games) to the use of personalization and adaptation techniques to support the development of more powerful e-collaboration settings, including methodologies and tools for analyzing students' interactions with the aim to increase students' collaborative behaviors, performance and group organization. Researchers will find in this book the latest trends in these research topics, which gives them the opportunity to deepen further on the above issues and to extend their knowledge to other areas. Academics will find practical insights on how to use conceptual and experimental approaches in their daily tasks. Developers from CSCL community can be inspired and put in practice the proposed models and evaluate them for the specific purposes of their own work and context.
Category: Computers

Authentic Learning Through Advances In Technologies

Author : Ting-Wen Chang
ISBN : 9789811059308
Genre : Education
File Size : 56.49 MB
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This book introduces the advanced technologies used for authentic learning, an educational term that refers to a variety of techniques focusing on how students apply the skills and knowledge acquired in school in real-world situations. In the meanwhile, it presents the latest trends and future developments in learning design, learning environment and assessment for authentic learning using advances in technology, this book discusses how technology supports authentic learning and what makes it effective.
Category: Education

Semantic Web And Education

Author : Vladan Devedžic
ISBN : 9780387354170
Genre : Computers
File Size : 47.23 MB
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This is the first book treatment on two "hot button" topics in Information Systems, Computer Science and Education: the application of web technology for educational use. The result is a thorough and highly useful presentation on the confluence of the technical aspects of the Semantic Web and the field of Education or the art of teaching. The book will interest researchers and students in the fields of Information Systems, Computer Science, and Education.
Category: Computers

Distributing Leadership For Personalizing Learning

Author : Ron Ritchie
ISBN : UOM:39015073608617
Genre : Education
File Size : 31.84 MB
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The key idea of the book will be that an effective means of implementing personalizing learning is to adopt distributed approaches to school leadership.
Category: Education

A Framework For Personalized Content Recommendations To Support Informal Learning In Massively Diverse Information Wikis

Author : Heba M.Ismail
ISBN : OCLC:1201183940
Genre :
File Size : 22.85 MB
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Personalization has proved to achieve better learning outcomes by adapting to specific learners’ needs, interests, and/or preferences. Traditionally, most personalized learning software systems focused on formal learning. However, learning personalization is not only desirable for formal learning, it is also required for informal learning, which is self-directed, does not follow a specified curriculum, and does not lead to formal qualifications. Wikis among other informal learning platforms are found to attract an increasing attention for informal learning, especially Wikipedia. The nature of wikis enables learners to freely navigate the learning environment and independently construct knowledge without being forced to follow a predefined learning path in accordance with the constructivist learning theory. Nevertheless, navigation on information wikis suffer from several limitations. To support informal learning on Wikipedia and similar environments, it is important to provide easy and fast access to relevant content. Recommendation systems (RSs) have long been used to effectively provide useful recommendations in different technology enhanced learning (TEL) contexts. However, the massive diversity of unstructured content as well as user base on such information oriented websites poses major challenges when designing recommendation models for similar environments. In addition to these challenges, evaluation of TEL recommender systems for informal learning is rather a challenging activity due to the inherent difficulty in measuring the impact of recommendations on informal learning with the absence of formal assessment and commonly used learning analytics. In this research, a personalized content recommendation framework (PCRF) for information wikis as well as an evaluation framework that can be used to evaluate the impact of personalized content recommendations on informal learning from wikis are proposed. The presented recommendation framework models learners’ interests by continuously extrapolating topical navigation graphs from learners’ free navigation and applying graph structural analysis algorithms to extract interesting topics for individual users. Then, it integrates learners’ interest models with fuzzy thesauri for personalized content recommendations. Our evaluation approach encompasses two main activities. First, the impact of personalized recommendations on informal learning is evaluated by assessing conceptual knowledge in users’ feedback. Second, web analytics data is analyzed to get an insight into users’ progress and focus throughout the test session. Our evaluation revealed that PCRF generates highly relevant recommendations that are adaptive to changes in user’s interest using the HARD model with rank-based mean average precision ([email protected]) scores ranging between 100% and 86.4%. In addition, evaluation of informal learning revealed that users who used Wikipedia with personalized support could achieve higher scores on conceptual knowledge assessment with average score of 14.9 compared to 10.0 for the students who used the encyclopedia without any recommendations. The analysis of web analytics data show that users who used Wikipedia with personalized recommendations visited larger number of relevant pages compared to the control group, 644 vs 226 respectively. In addition, they were also able to make use of a larger number of concepts and were able to make comparisons and state relations between concepts.
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Innovations In Smart Learning

Author : Elvira Popescu
ISBN : 9789811024191
Genre : Education
File Size : 86.56 MB
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The book aims to provide an archival forum for researchers, academics, practitioners, and industry professionals interested and/or engaged in the reform of the ways of teaching and learning through advancing current learning environments towards smart learning environments. It facilitates opportunities for discussions and constructive dialogue among various stakeholders on the limitations of existing learning environments, need for reform, innovative uses of emerging pedagogical approaches and technologies, and sharing and promotion of best practices, leading to the evolution, design and implementation of smart learning environments. The focus of the contributions in this book is on the interplay of pedagogy, technology and their fusion towards the advancement of smart learning environments. Various components of this interplay include but are not limited to: ● Pedagogy: learning paradigms, assessment paradigms, social factors, policy; ● Technology: emerging technologies, innovative uses of mature technologies, adoption, usability, standards, and emerging/new technological paradigms (open educational resources, cloud computing, etc.); ● Fusion of pedagogy and technology: transformation of curriculum, transformation of teaching behavior, transformation of administration, best practices of infusion, piloting of new ideas.
Category: Education

Handbook On Personalized Learning For States Districts And Schools

Author : Marilyn Murphy
ISBN : 9781681235899
Genre : Education
File Size : 67.15 MB
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The recent passage of the Every Student Succeeds Act (ESSA) presents new opportunities and greater flexibility in efforts to personalize learning for all children. The Handbook on Personalized Learning for States, Districts, and Schools provides insight and guidance on maximizing that new flexibility. Produced by the Center on Innovations in Learning (CIL), one of seven national content centers funded by the U.S. Department of Education, this volume suggests how teachers can enhance personalized learning by cultivating relationships with students and their families to better understand a child’s learning and motivation. Personalized learning also encourages the development of students’ metacognitive, social, and emotional competencies, thereby fostering students’ self?direction in their own education, one aimed at mastery of knowledge and skills and readiness for career and college. Chapters address topics across the landscape of personalized learning, including co?designing instruction and learning pathways with students; variation in the time, place, and pace of learning, including flipped and blended classrooms; and using technology to manage and analyze the learning process. The Handbook’s chapters include Action Principles to guide states, districts, and schools in personalizing learning.
Category: Education