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Intelligent Systems And Learning Data Analytics In Online Education

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Intelligent Systems and Learning Data Analytics in Online Education

Intelligent Systems and Learning Data Analytics in Online Education Book
Author : Santi Caballé,Stavros N. Demetriadis,Eduardo Gómez-Sánchez,Pantelis M. Papadopoulos,Armin Weinberger
Publisher : Academic Press
Release : 2021-06-15
ISBN : 0128231270
Language : En, Es, Fr & De

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Book Description :

Intelligent Systems and Learning Data Analytics in Online Education provides novel artificial intelligence (AI) and analytics-based methods to improve online teaching and learning. This book addresses key problems such as attrition and lack of engagement in MOOCs and online learning in general. This book explores the state of the art of artificial intelligence, software tools and innovative learning strategies to provide better understanding and solutions to the various challenges of current e-learning in general and MOOC education. In particular, Intelligent Systems and Learning Data Analytics in Online Education shares stimulating theoretical and practical research from leading international experts. This publication provides useful references for educational institutions, industry, academic researchers, professionals, developers, and practitioners to evaluate and apply. Presents the application of innovative AI techniques to collaborative learning activities Offers strategies to provide automatic and effective tutoring to students’ activities Offers methods to collect, analyze and correctly visualize learning data in educational environments

Intelligent Data Analysis for E Learning

Intelligent Data Analysis for E Learning Book
Author : Jorge Miguel,Fatos Xhafa,Santi Caballé
Publisher : Academic Press
Release : 2016-08-09
ISBN : 9780128045350
Language : En, Es, Fr & De

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Book Description :

Intelligent Data Analysis for e-Learning: Enhancing Security and Trustworthiness in Online Learning Systems addresses information security within e-Learning based on trustworthiness assessment and prediction. Over the past decade, many learning management systems have appeared in the education market. Security in these systems is essential for protecting against unfair and dishonest conduct-most notably cheating-however, e-Learning services are often designed and implemented without considering security requirements. This book provides functional approaches of trustworthiness analysis, modeling, assessment, and prediction for stronger security and support in online learning, highlighting the security deficiencies found in most online collaborative learning systems. The book explores trustworthiness methodologies based on collective intelligence than can overcome these deficiencies. It examines trustworthiness analysis that utilizes the large amounts of data-learning activities generate. In addition, as processing this data is costly, the book offers a parallel processing paradigm that can support learning activities in real-time. The book discusses data visualization methods for managing e-Learning, providing the tools needed to analyze the data collected. Using a case-based approach, the book concludes with models and methodologies for evaluating and validating security in e-Learning systems. Provides guidelines for anomaly detection, security analysis, and trustworthiness of data processing Incorporates state-of-the-art, multidisciplinary research on online collaborative learning, social networks, information security, learning management systems, and trustworthiness prediction Proposes a parallel processing approach that decreases the cost of expensive data processing Offers strategies for ensuring against unfair and dishonest assessments Demonstrates solutions using a real-life e-Learning context

Intelligent Data Analysis for e Learning

Intelligent Data Analysis for e Learning Book
Author : Jorge Miguel,Santi Caballé,Fatos Xhafa
Publisher : Morgan Kaufmann
Release : 2016-09-06
ISBN : 0128045450
Language : En, Es, Fr & De

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Book Description :

Intelligent Data Analysis for e-Learning: Enhancing Security and Trustworthiness in Online Learning Systems addresses information security within e-Learning based on trustworthiness assessment and prediction. Over the past decade, many learning management systems have appeared in the education market. Security in these systems is essential for protecting against unfair and dishonest conduct—most notably cheating—however, e-Learning services are often designed and implemented without considering security requirements. This book provides functional approaches of trustworthiness analysis, modeling, assessment, and prediction for stronger security and support in online learning, highlighting the security deficiencies found in most online collaborative learning systems. The book explores trustworthiness methodologies based on collective intelligence than can overcome these deficiencies. It examines trustworthiness analysis that utilizes the large amounts of data-learning activities generate. In addition, as processing this data is costly, the book offers a parallel processing paradigm that can support learning activities in real-time. The book discusses data visualization methods for managing e-Learning, providing the tools needed to analyze the data collected. Using a case-based approach, the book concludes with models and methodologies for evaluating and validating security in e-Learning systems. Indexing: The books of this series are submitted to EI-Compendex and SCOPUS Provides guidelines for anomaly detection, security analysis, and trustworthiness of data processing Incorporates state-of-the-art, multidisciplinary research on online collaborative learning, social networks, information security, learning management systems, and trustworthiness prediction Proposes a parallel processing approach that decreases the cost of expensive data processing Offers strategies for ensuring against unfair and dishonest assessments Demonstrates solutions using a real-life e-Learning context

Application of Intelligent Systems in Multi modal Information Analytics

Application of Intelligent Systems in Multi modal Information Analytics Book
Author : Vijayan Sugumaran,Zheng Xu,Huiyu Zhou
Publisher : Springer Nature
Release : 2020-08-09
ISBN : 3030514315
Language : En, Es, Fr & De

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Book Description :

This book presents the proceedings of the 2020 International Conference on Intelligent Systems Applications in Multi-modal Information Analytics, held in Changzhou, China, on June 18–19, 2020. It provides comprehensive coverage of the latest advances and trends in information technology, science and engineering. It addresses a number of broad themes, including data mining, multi-modal informatics, agent-based and multi-agent systems for health and education informatics, which inspire the development of intelligent information technologies. The contributions cover a wide range of topics such as AI applications and innovations in health and education informatics; data and knowledge management; multi-modal application management; and web/social media mining for multi-modal informatics. Outlining promising future research directions, the book is a valuable resource for students, researchers and professionals, and a useful reference guide for newcomers to the field.

Methodologies and Intelligent Systems for Technology Enhanced Learning 10th International Conference Workshops

Methodologies and Intelligent Systems for Technology Enhanced Learning  10th International Conference  Workshops Book
Author : Zuzana Kubincová
Publisher : Springer Nature
Release : 2021-09-17
ISBN : 3030522873
Language : En, Es, Fr & De

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Book Description :

Download Methodologies and Intelligent Systems for Technology Enhanced Learning 10th International Conference Workshops book written by Zuzana Kubincová, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advances on P2P Parallel Grid Cloud and Internet Computing

Advances on P2P  Parallel  Grid  Cloud and Internet Computing Book
Author : Leonard Barolli
Publisher : Springer Nature
Release : 2021-09-17
ISBN : 3030611051
Language : En, Es, Fr & De

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Book Description :

Download Advances on P2P Parallel Grid Cloud and Internet Computing book written by Leonard Barolli, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Advanced Intelligent Systems for Sustainable Development AI2SD 2019

Advanced Intelligent Systems for Sustainable Development  AI2SD   2019  Book
Author : Mostafa Ezziyyani
Publisher : Springer Nature
Release : 2020-01-03
ISBN : 3030366537
Language : En, Es, Fr & De

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Book Description :

This book contains the latest researches on advanced intelligent systems applied in the field of education presented during the second edition of the International Conference on Advanced Intelligent Systems for Sustainable Development (AI2SD’2019) held on July 08–11, 2019, in Marrakech, Morocco. The book proposes new approaches and innovative strategies for the manipulation of data and big data collected from the educational environment, exploiting the analysis tools, algorithms of artificial intelligence, and machine learning techniques, in order to extract results, which allow improving the performance and effectiveness of the education field, which is a strategic lever for sustainable development. The book deals with concepts, strategies, and approaches developed on various current axes of scientific research in the field of education, such as smart e-learning, smart education (smart classroom, smart assessment and smart teaching and learning technologies), massive open online courses (MOOC), courseware design, and development for smart learning, cloud learning, and mobile learning. The book is intended for all actors in the educational sector, namely students, professors, academic researchers, and stakeholders. It constitutes a large-scale forum for the exchange of ideas, approaches, and innovative techniques between these actors on the development and innovation of the field of education with the revolution 4.0. The authors of each chapter report the state of the art of the various topics addressed and present results of their own research, laboratory experiments, and successful applications. The purpose of this session is to share the idea of advanced intelligent systems with appropriate tools and techniques for modeling, management, and decision support in the field of education.

Data Science and Innovations for Intelligent Systems

Data Science and Innovations for Intelligent Systems Book
Author : Kavita Taneja,Harmunish Taneja,Kuldeep Kumar,Arvind Selwal,Eng Lieh Ouh
Publisher : CRC Press
Release : 2021-10-01
ISBN : 1000456153
Language : En, Es, Fr & De

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Book Description :

Data science is an emerging field and innovations in it need to be explored for the success of society 5.0. This book not only focuses on the practical applications of data science to achieve computational excellence, but also digs deep into the issues and implications of intelligent systems. This book highlights innovations in data science to achieve computational excellence that can optimize performance of smart applications. The book focuses on methodologies, framework, design issues, tools, architectures, and technologies necessary to develop and understand data science and its emerging applications in the present era. This book will be useful for the research community, start-up entrepreneurs, academicians, and data centered industries and professors that are interested in exploring innovations in varied applications and areas of data science.

Formative Assessment Learning Data Analytics and Gamification

Formative Assessment  Learning Data Analytics and Gamification Book
Author : Santi Caballé,Robert Clarisó
Publisher : Morgan Kaufmann
Release : 2016-05-10
ISBN : 0128036672
Language : En, Es, Fr & De

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Book Description :

Formative Assessment, Learning Data Analytics and Gamification: An ICT Education discusses the challenges associated with assessing student progress given the explosion of e-learning environments, such as MOOCs and online courses that incorporate activities such as design and modeling. This book shows educators how to effectively garner intelligent data from online educational environments that combine assessment and gamification. This data, when used effectively, can have a positive impact on learning environments and be used for building learner profiles, community building, and as a tactic to create a collaborative team. Using numerous illustrative examples and theoretical and practical results, leading international experts discuss application of automatic techniques for e-assessment of learning activities, methods to collect, analyze, and correctly visualize learning data in educational environments, applications, benefits and challenges of using gamification techniques in academic contexts, and solutions and strategies for increasing student participation and performance. Indexing: The books of this series are submitted to EI-Compendex and SCOPUS Discusses application of automatic techniques for e-assessment of learning activities Presents strategies to provide immediate and useful feedback on students’ activities Provides methods to collect, analyze, and correctly visualize learning data in educational environments Explains the applications, benefits, and challenges of using gamification techniques in academic contexts Offers solutions to increase students’ participation and performance while lowering drop-out rates and retention levels

Data Analytics Approaches in Educational Games and Gamification Systems

Data Analytics Approaches in Educational Games and Gamification Systems Book
Author : Ahmed Tlili,Maiga Chang
Publisher : Springer Nature
Release : 2019-09-10
ISBN : 9813293357
Language : En, Es, Fr & De

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Book Description :

Game-based learning environments and learning analytics are attracting increasing attention from researchers and educators, since they both can enhance learning outcomes. This book focuses on the application of data analytics approaches and research on human behaviour analysis in game-based learning environments, namely educational games and gamification systems, to provide smart learning. Specifically, it discusses the purposes, advantages and limitations of applying such approaches in these environments. Additionally, the various smart game-based learning environments presented help readers integrate learning analytics in their educational games and gamification systems to, for instance, assess and model students (e.g. their computational thinking) or enhance the learning process for better outcomes. Moreover, the book presents general guidelines on various aspects, such as collecting data for analysis, game-based learning environment design, system architecture and applied algorithms, which facilitate incorporating learning analytics into educational games and gamification systems. After a general introduction to help readers become familiar with the subject area, the individual chapters each discuss a different aim of applying data analytics approaches in educational games and gamification systems. Lastly, the conclusion provides a summary and presents general guidelines and frameworks to consider when designing smart game-based learning environments with learning analytics.

Informatics and Cybernetics in Intelligent Systems

Informatics and Cybernetics in Intelligent Systems Book
Author : Radek Silhavy
Publisher : Springer Nature
Release : 2021-09-17
ISBN : 3030774481
Language : En, Es, Fr & De

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Book Description :

Download Informatics and Cybernetics in Intelligent Systems book written by Radek Silhavy, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Learning Engineering for Online Education

Learning Engineering for Online Education Book
Author : Chris Dede,John Richards,Bror Saxberg
Publisher : Routledge
Release : 2018-10-12
ISBN : 1351186175
Language : En, Es, Fr & De

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Book Description :

Learning Engineering for Online Education is a comprehensive overview of the emerging field of learning engineering, a form of educational optimization driven by analytics, design-based research, and fast-paced, large-scale experimentation. Chapters written by instructional design and distance learning innovators explore the theoretical context of learning engineering and provide design-based examples from top educational institutions. Concluding with an agenda for future research, this volume is essential for those interested in using data and high-quality outcome evidence to improve student engagement, instructional efficacy, and results in online and blended settings.

Proceedings of the First International Conference on Intelligent Computing and Communication

Proceedings of the First International Conference on Intelligent Computing and Communication Book
Author : Jyotsna Kumar Mandal,Suresh Chandra Satapathy,Manas Kumar Sanyal,Vikrant Bhateja
Publisher : Springer
Release : 2016-11-21
ISBN : 9811020353
Language : En, Es, Fr & De

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Book Description :

The book covers a wide range of topics in Computer Science and Information Technology including swarm intelligence, artificial intelligence, evolutionary algorithms, and bio-inspired algorithms. It is a collection of papers presented at the First International Conference on Intelligent Computing and Communication (ICIC2) 2016. The prime areas of the conference are Intelligent Computing, Intelligent Communication, Bio-informatics, Geo-informatics, Algorithm, Graphics and Image Processing, Graph Labeling, Web Security, Privacy and e-Commerce, Computational Geometry, Service Orient Architecture, and Data Engineering.

Methodologies and Intelligent Systems for Technology Enhanced Learning 9th International Conference

Methodologies and Intelligent Systems for Technology Enhanced Learning  9th International Conference Book
Author : Rosella Gennari,Pierpaolo Vittorini,Fernando De la Prieta,Tania Di Mascio,Marco Temperini,Ricardo Azambuja Silveira,Demetrio Arturo Ovalle Carranza
Publisher : Springer
Release : 2019-06-24
ISBN : 303023990X
Language : En, Es, Fr & De

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Book Description :

This book, which gathers the outcomes of the 9th International Conference on Methodologies and Intelligent Systems for Technology Enhanced Learning and its related workshops, expands on the topics of the evidence-based TEL workshop 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 and evaluation, stand-alone solutions, and web-based ones. The Conference was hosted by the University of Salamanca and was held in Ávila (Spain) from the 26th to the 28th of June 2019. Its goal was to bring together researchers and developers from industry, education, and the academic world to report on the latest scientific research, technical advances, and methodologies. We wish to thank the sponsors: IEEE Systems Man and Cybernetics Society, Spain Section Chapter and the IEEE Spain Section (Technical Co-Sponsor), IBM, Indra, Viewnext, Global Exchange, AEPIA, APPIA and AIR institute.

Responsible Analytics and Data Mining in Education

Responsible Analytics and Data Mining in Education Book
Author : Badrul H. Khan,Joseph Rene Corbeil,Maria Elena Corbeil
Publisher : Routledge
Release : 2018-12-07
ISBN : 1351394673
Language : En, Es, Fr & De

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Book Description :

Winner of two Outstanding Book Awards from the Association of Educational Communications and Technology (Culture, Learning, & Technology and Systems Thinking & Change divisions)! Rapid advancements in our ability to collect, process, and analyze massive amounts of data along with the widespread use of online and blended learning platforms have enabled educators at all levels to gain new insights into how people learn. Responsible Analytics and Data Mining in Education addresses the thoughtful and purposeful navigation, evaluation, and implementation of these emerging forms of educational data analysis. Chapter authors from around the world explore how data analytics can be used to improve course and program quality; how the data and its interpretations may inadvertently impact students, faculty, and institutions; the quality and reliability of data, as well as the accuracy of data-based decisions; ethical implications surrounding the collection, distribution, and use of student-generated data; and more. This volume unpacks and explores this complex issue through a systematic framework whose dimensions address the issues that must be considered before implementation of a new initiative or program.

The 1st International Conference on Advanced Intelligent System and Informatics AISI2015 November 28 30 2015 Beni Suef Egypt

The 1st International Conference on Advanced Intelligent System and Informatics  AISI2015   November 28 30  2015  Beni Suef  Egypt Book
Author : Tarek Gaber,Aboul Ella Hassanien,Nashwa El-Bendary,Nilanjan Dey
Publisher : Springer
Release : 2015-11-09
ISBN : 331926690X
Language : En, Es, Fr & De

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Book Description :

The conference topics address different theoretical and practical aspects, and implementing solutions for intelligent systems and informatics disciplines including bioinformatics, computer science, medical informatics, biology, social studies, as well as robotics research. The conference also discuss and present solutions to the cloud computing and big data mining which are considered hot research topics. The conference papers discussed different topics – techniques, models, methods, architectures, as well as multi aspect, domain-specific, and new solutions for the above disciplines. The accepted papers have been grouped into five parts: Part I—Intelligent Systems and Informatics, addressing topics including, but not limited to, medical application, predicting student performance, action classification, and detection of dead stained microscopic cells, optical character recognition, plant identification, rehabilitation of disabled people. Part II—Hybrid Intelligent Systems, addressing topics including, but not limited to, EMG signals, text classification, geomagnetic inverse problem, email filtering. Part III—Multimedia Computing and Social Networks, addressing topics including, but not limited to, augmented reality, telepresence robot, video flash matting, community detection, quality images, face thermal image extraction, MRI tumor segmentation. Part V—Cloud Computing and Big Data Mining, discussing topics including, but not limited to, mining on microblogs, query optimization, big data classification, access control, friendsourcing, and assistive technology. Part VI—Swarm Optimization and Its Applications, addressing topics including, but not limited to, solving set covering problem, adaptive PSO for CT liver segmentation, water quality assessment, attribute reduction, fish detection, solving manufacturing cell design problem.

Principles of Effective Online Teaching

Principles of Effective Online Teaching Book
Author : Nicole A. Buzzetto-More
Publisher : Informing Science
Release : 2007-01-01
ISBN : 193288601X
Language : En, Es, Fr & De

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Book Description :

Download Principles of Effective Online Teaching book written by Nicole A. Buzzetto-More, available in PDF, EPUB, and Kindle, or read full book online anywhere and anytime. Compatible with any devices.

Trends and Applications in Information Systems and Technologies

Trends and Applications in Information Systems and Technologies Book
Author : Álvaro Rocha,Hojjat Adeli,Gintautas Dzemyda,Fernando Moreira,Ana Maria Ramalho Correia
Publisher : Springer Nature
Release : 2021
ISBN : 3030726517
Language : En, Es, Fr & De

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Book Description :

This book is composed of a selection of articles from The 2021 World Conference on Information Systems and Technologies (WorldCIST'21), held online between 30 and 31 of March and 1 and 2 of April 2021 at Hangra de Heroismo, Terceira Island, Azores, Portugal. WorldCIST is a global forum for researchers and practitioners to present and discuss recent results and innovations, current trends, professional experiences and challenges of modern information systems and technologies research, together with their technological development and applications. The main topics covered are: A) Information and Knowledge Management; B) Organizational Models and Information Systems; C) Software and Systems Modeling; D) Software Systems, Architectures, Applications and Tools; E) Multimedia Systems and Applications; F) Computer Networks, Mobility and Pervasive Systems; G) Intelligent and Decision Support Systems; H) Big Data Analytics and Applications; I) Human-computer Interaction; J) Ethics, Computers & Security; K) Health Informatics; L) Information Technologies in Education; M) Information Technologies in Radiocommunications; N) Technologies for Biomedical Applications.

Design Recommendations for Intelligent Tutoring Systems Volume 7 Self Improving Systems

Design Recommendations for Intelligent Tutoring Systems  Volume 7   Self Improving Systems Book
Author : Benjamin Goldberg
Publisher : U.S. Army Combat Capabilities Development Command – Soldier Center
Release : 2019-10-23
ISBN : 099772577X
Language : En, Es, Fr & De

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Book Description :

This book on self-improving systems is the seventh in a planned series of books that examine key topics (e.g., learner modeling, instructional strategies, authoring, domain modeling, assessment, impact on learning, team tutoring, self-improving systems, data visualization) in intelligent tutoring system (ITS) design. This book focuses on self-improving systems. The discussion chapters in this book examine topics through the lens of the Generalized Intelligent Framework for Tutoring (GIFT). GIFT is a modular, service-oriented architecture created to reduce the cost and skill required to author ITSs, distribute ITSs, manage instruction within ITSs, and evaluate the effect of ITS technologies on learning, performance, retention, transfer of skills, and other instructional outcomes.

Advances in Artificial Systems for Medicine and Education III

Advances in Artificial Systems for Medicine and Education III Book
Author : Zhengbing Hu,Sergey Petoukhov,Matthew He
Publisher : Springer Nature
Release : 2020-01-14
ISBN : 3030391620
Language : En, Es, Fr & De

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Book Description :

This book discusses the latest advances in the development of artificial intelligence systems and their applications in various fields, from medicine and technology to education. It comprises papers presented at the Third International Conference of Artificial Intelligence, Medical Engineering, Education (AIMEE2019), held at the Mechanical Engineering Institute of the Russian Academy of Sciences, Moscow, Russia, on 1–3 October 2019. Covering topics such as mathematics and biomathematics; medical approaches; and technological and educational approaches, it is intended for the growing number of specialists and students in this field, as well as other readers interested in discovering where artificial intelligence systems can be applied in the future.