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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 : Elsevier
Release : 2021-06-18
ISBN : 0128234105
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 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

Methodologies and Intelligent Systems for Technology Enhanced Learning 12th International Conference

Methodologies and Intelligent Systems for Technology Enhanced Learning  12th International Conference Book
Author : Marco Temperini,Vittorio Scarano,Ivana Marenzi,Milos Kravcik,Elvira Popescu,Rosa Lanzilotti,Rosella Gennari,Fernando De La Prieta,Tania Di Mascio,Pierpaolo Vittorini
Publisher : Springer Nature
Release : 2022-12-25
ISBN : 3031206177
Language : En, Es, Fr & De

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Book Description :

The 12th International Conference in Methodologies and Intelligent Systems for Technology Enhanced Learning was hosted by the University of L'Aquila and was held in L'Aquila (Italy) from July 13 to 15, 2022. The conference has established itself as a consolidated fertile forum where scholars and professionals from the international community, with a broad range of expertise in the TEL field, share results and compare experiences Technologies in TEL are capable of delivering smart, personalized, tailored, and motivating learning solutions. Methods are coming from different fields, such as education, psychology, medicine, computer science, and from diverse communities, where collaboration and co-working are used.

Smart Education and e Learning Smart Pedagogy

Smart Education and e Learning   Smart Pedagogy Book
Author : Vladimir L. Uskov
Publisher : Springer Nature
Release : 2023-02-05
ISBN : 9811931127
Language : En, Es, Fr & De

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Book Description :

This book serves as a reference for researchers and practitioners in academia and industry. Smart education, smart e-learning and smart pedagogy are emerging and rapidly growing areas that have a potential to transform existing teaching strategies, learning environments and educational activities and technology. They are focused at enabling instructors to develop innovative ways of achieving excellence in teaching in highly technological smart university and providing students with new opportunities to maximize their success using smart classrooms, smart systems and technology. This book contains the contributions presented at the 9th international KES conference on Smart Education and e-Learning (SEEL-2022) with the Smart Pedagogy as the main conference theme. It comprises of forty nine high-quality peer-reviewed papers that are grouped into several interconnected parts: Part 1. Smart Pedagogy, Part 2. Smart Education, Part 3. Smart e-Learning, Part 4. Smart University, Part 5. Smart Education: Systems and Technology, Part 6. Digital Humanities and Social Sciences for Smart University Development: the Innovative Methods, Models and Technologies, Part 7. Digital Transformation of Education and Economics in Smart University and Part 8. Smart Education for Children with Special Educational Needs. We believe this book will serve as a useful source of research data and valuable information for faculty, scholars, Ph.D. students, administrators and practitioners -- those who are interested in smart education, smart e-learning and smart pedagogy.

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 : 2021-04-20
ISBN : 3030748111
Language : En, Es, Fr & De

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Book Description :

This book provides comprehensive coverage of the latest advances and trends in information technology, science and engineering. Specifically, it addresses a number of broad themes, including multi-modal informatics, data mining, 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. This book is a compilation of the papers presented in the 2021 International Conference on Multi-modal Information Analytics, held in Huhehaote, China, on April 23–24, 2021.

Artificial Intelligence in Higher Education

Artificial Intelligence in Higher Education Book
Author : Prathamesh Padmakar Churi,Shubham Joshi,Mohamed Elhoseny,Amina Omrane
Publisher : CRC Press
Release : 2022-06-16
ISBN : 1000593088
Language : En, Es, Fr & De

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Book Description :

The global adoption of technology in education is transforming the way we teach and learn. Artificial Intelligence is one of the disruptive techniques to customize the experience of different learning groups, teachers, and tutors. This book offers knowledge in intelligent teaching/learning systems, and advances in e-learning and assessment systems.

Proceedings of the 2nd International Conference on Emerging Technologies and Intelligent Systems

Proceedings of the 2nd International Conference on Emerging Technologies and Intelligent Systems Book
Author : Mohammed A. Al-Sharafi,Mostafa Al-Emran,Mohammed Naji Al-Kabi,Khaled Shaalan
Publisher : Springer Nature
Release : 2023-01-13
ISBN : 3031204298
Language : En, Es, Fr & De

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Book Description :

This book sheds light on the recent research directions in intelligent systems and their applications. It involves four main themes: artificial intelligence and data science, recent trends in software engineering, emerging technologies in education, and intelligent health informatics. The discussion of the most recent designs, advancements, and modifications of intelligent systems, as well as their applications, is a key component of the chapters contributed to the aforementioned subjects.

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,Loreto Lancia,Elvira Popescu,Minoru Nakayama,Vittorio Scarano,Ana B. Gil
Publisher : Springer Nature
Release : 2020-08-13
ISBN : 3030522873
Language : En, Es, Fr & De

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Book Description :

This book features papers from workshops at the 10th International Conference on Methodologies and Intelligent Systems for Technology Enhanced Learning, which was hosted by the University of L'Aquila (Italy) from 17th to 19th June 2020. The workshops provided participants with the opportunity to present and discuss novel research ideas on emerging topics complementing the main conference. They particularly focused on multi-disciplinary and transversal aspects such as TEL in nursing education programs, social and personal computing for web-supported learning communities, interactive environments and emerging technologies for eLearning, and TEL for future citizens.

Data Analytics in E Learning

Data Analytics in E Learning Book
Author : Marian Cristian Mihăescu
Publisher : Springer Nature
Release : 2022
ISBN : 3030966445
Language : En, Es, Fr & De

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Book Description :

This book focuses on research and development aspects of building data analytics workflows that address various challenges of e-learning applications. This book represents a guideline for building a data analysis workflow from scratch. Each chapter presents a step of the entire workflow, starting from an available dataset and continuing with building interpretable models, enhancing models, and tackling aspects of evaluating engagement and usability. The related work shows that many papers have focused on machine learning usage and advancement within e-learning systems. However, limited discussions have been found on presenting a detailed complete roadmap from the raw dataset up to the engagement and usability issues. Practical examples and guidelines are provided for designing and implementing new algorithms that address specific problems or functionalities. This roadmap represents a potential resource for various advances of researchers and practitioners in educational data mining and learning analytics.

Advances on P2P Parallel Grid Cloud and Internet Computing

Advances on P2P  Parallel  Grid  Cloud and Internet Computing Book
Author : Leonard Barolli,Makoto Takizawa,Tomoki Yoshihisa,Flora Amato,Makoto Ikeda
Publisher : Springer Nature
Release : 2020
ISBN : 3030611051
Language : En, Es, Fr & De

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Book Description :

This book aims to provide the latest research findings, innovative research results, methods and development techniques from both theoretical and practical perspectives related to P2P, Grid, Cloud and Internet computing as well as to reveal synergies among such large-scale computing paradigms. P2P, Grid, Cloud and Internet computing technologies have been very fast established as breakthrough paradigms for solving complex problems by enabling aggregation and sharing of an increasing variety of distributed computational resources at large scale. Grid Computing originated as a paradigm for high-performance computing, as an alternative to expensive supercomputers through different forms of large-scale distributed computing. P2P Computing emerged as a new paradigm after client-server and web-based computing and has shown useful to the development of social networking, B2B (Business to Business), B2C (Business to Consumer), B2G (Business to Government), B2E (Business to Employee), and so on. Cloud Computing has been defined as a "computing paradigm where the boundaries of computing are determined by economic rationale rather than technical limits". Cloud computing has fast become the computing paradigm with applicability and adoption in all application domains and providing utility computing at large scale. Finally, Internet Computing is the basis of any large-scale distributed computing paradigms; it has very fast developed into a vast area of flourishing field with enormous impact on today's information societies serving thus as a universal platform comprising a large variety of computing forms such as Grid, P2P, Cloud and Mobile computing.

Intelligent System Algorithms and Applications in Science and Technology

Intelligent System Algorithms and Applications in Science and Technology Book
Author : Sunil Pathak,Pramod Kumar Bhatt,Sanjay Kumar Singh,Ashutosh Tripathi,Pankaj Kumar Pandey
Publisher : CRC Press
Release : 2022-02-03
ISBN : 1000406822
Language : En, Es, Fr & De

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Book Description :

The 21st century has witnessed massive changes around the world in intelligence systems in order to become smarter, energy efficient, reliable, and cheaper. This volume explores the application of intelligent techniques in various fields of engineering and technology. It addresses diverse topics in such areas as machine learning-based intelligent systems for healthcare, applications of artificial intelligence and the Internet of Things, intelligent data analytics techniques, intelligent network systems and applications, and inequalities and process control systems. The authors explore the full breadth of the field, which encompasses data analysis, image processing, speech processing and recognition, medical science and healthcare monitoring, smart irrigation systems, insurance and banking, robotics and process control, and more.

Advances in Intelligent Systems Research and Innovation

Advances in Intelligent Systems Research and Innovation Book
Author : Vassil Sgurev
Publisher : Springer Nature
Release : 2021
ISBN : 3030781240
Language : En, Es, Fr & De

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Book Description :

This book represents the experience of successful researchers from four continents on a broad range of intelligent systems, and it hints how to avoid anticipated conflicts and problems during multidisciplinary innovative research from Industry 4.0 and/or Internet of Things through modern machine learning, and software agent applications to open data science big data/advance analytics/visual analytics/text mining/web mining/knowledge discovery/deep data mining issues. The considered intelligent part is essential in most smart/control systems, cyber security, bioinformatics, virtual reality, robotics, mathematical modelling projects, and its significance rapidly increases in other technologies. Theoretical foundations of fuzzy sets, mathematical and non-classical logic also are rapidly developing.

Informatics and Cybernetics in Intelligent Systems

Informatics and Cybernetics in Intelligent Systems Book
Author : Radek Silhavy
Publisher : Springer Nature
Release : 2023-02-05
ISBN : 3030774481
Language : En, Es, Fr & De

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Book Description :

This book constitutes the refereed proceedings of the informatics and cybernetics in intelligent systems section of the 10th Computer Science Online Conference 2021 (CSOC 2021), held online in April 2021. Modern cybernetics and computer engineering papers in the scope of intelligent systems are an essential part of actual research topics. In this book, a discussion of modern algorithms approaches techniques is held.

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.

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.

The 2021 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy

The 2021 International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy Book
Author : John Macintyre,Jinghua Zhao,Xiaomeng Ma
Publisher : Springer Nature
Release : 2021
ISBN : 3030895084
Language : En, Es, Fr & De

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Book Description :

This book presents the proceedings of the 2020 2nd International Conference on Machine Learning and Big Data Analytics for IoT Security and Privacy (SPIoT-2021), online conference, on 30 October 2021. It provides comprehensive coverage of the latest advances and trends in information technology, science and engineering, addressing a number of broad themes, including novel machine learning and big data analytics methods for IoT security, data mining and statistical modelling for the secure IoT and machine learning-based security detecting protocols, which inspire the development of IoT security and privacy technologies. The contributions cover a wide range of topics: analytics and machine learning applications to IoT security; data-based metrics and risk assessment approaches for IoT; data confidentiality and privacy in IoT; and authentication and access control for data usage in IoT. Outlining promising future research directions, the book is a valuable resource for students, researchers and professionals and provides a useful reference guide for newcomers to the IoT security and privacy field.

Intelligent Systems Design and Applications

Intelligent Systems Design and Applications Book
Author : Ajith Abraham,Niketa Gandhi,Thomas Hanne,Tzung-Pei Hong,Tatiane Nogueira Rios,Weiping Ding
Publisher : Springer Nature
Release : 2022-03-26
ISBN : 303096308X
Language : En, Es, Fr & De

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Book Description :

This book highlights recent research on intelligent systems and nature-inspired computing. It presents 132 selected papers from the 21st International Conference on Intelligent Systems Design and Applications (ISDA 2021), which was held online. The ISDA is a premier conference in the field of computational intelligence, and the latest installment brought together researchers, engineers and practitioners whose work involves intelligent systems and their applications in industry. Including contributions by authors from 34 countries, the book offers a valuable reference guide for all researchers, students and practitioners in the fields of Computer Science and Engineering.

Developing Effective Educational Experiences through Learning Analytics

Developing Effective Educational Experiences through Learning Analytics Book
Author : Anderson, Mark
Publisher : IGI Global
Release : 2016-04-07
ISBN : 1466699841
Language : En, Es, Fr & De

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Book Description :

The quality of students’ learning experiences is a critical concern for all higher education institutions. With the assistance of modern technological advances, educational establishments have the capability to better understand the strengths and weaknesses of their learning programs. Developing Effective Educational Experiences through Learning Analytics is a pivotal reference source that focuses on the adoption of data mining and analysis techniques in academic institutions, examining how this collected information is utilized to improve the outcome of student learning. Highlighting the relevance of data analytics to current educational practices, this book is ideally designed for researchers, practitioners, and professionals actively involved in higher education settings.

Intelligent Tutoring Systems

Intelligent Tutoring Systems Book
Author : Scott Crossley,Elvira Popescu
Publisher : Springer Nature
Release : 2022-07-25
ISBN : 3031096800
Language : En, Es, Fr & De

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Book Description :

This volume constitutes the proceedings of the 18th International Conference on Intelligent Tutoring Systems, ITS 2022, held in Bucharest, Romania, in June 2022. The 14 full papers, 13 short papers and 11 poster papers presented in this volume were carefully reviewed and selected from 50 submissions. The papers are categorized into the following topical sib-headings: Tools and Methods for learning Sciences and Practices; Algorithms for Prediction, Recommendation and Classification in Learning Systems; Tutoring and Learning Systems: New Approaches, Framework and Theories.

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.