Applying Data Science And Learning Analytics Throughout A Learners Lifespan

Download Applying Data Science And Learning Analytics Throughout A Learners Lifespan full books in PDF, epub, and Kindle. Read online Applying Data Science And Learning Analytics Throughout A Learners Lifespan ebook anywhere anytime directly on your device. Fast Download speed and no annoying ads. We cannot guarantee that every ebooks is available!

Applying Data Science and Learning Analytics Throughout a Learner’s Lifespan

Author : Trajkovski, Goran
Publisher : IGI Global
ISBN 13 : 1799896463
Total Pages : 314 pages
Book Rating : 4.7/5 (998 download)

DOWNLOAD NOW!

Book Synopsis Applying Data Science and Learning Analytics Throughout a Learner’s Lifespan by : Trajkovski, Goran

Download or read book Applying Data Science and Learning Analytics Throughout a Learner’s Lifespan written by Trajkovski, Goran and published by IGI Global. This book was released on 2022-05-06 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: Research in the domains of learning analytics and educational data mining has prototyped an approach where methodologies from data science and machine learning are used to gain insights into the learning process by using large amounts of data. As many training and academic institutions are maturing in their data-driven decision making, useful, scalable, and interesting trends are emerging. Organizations can benefit from sharing information on those efforts. Applying Data Science and Learning Analytics Throughout a Learner’s Lifespan examines novel and emerging applications of data science and sister disciplines for gaining insights from data to inform interventions into learners’ journeys and interactions with academic institutions. Data is collected at various times and places throughout a learner’s lifecycle, and the learners and the institution should benefit from the insights and knowledge gained from this data. Covering topics such as learning analytics dashboards, text network analysis, and employment recruitment, this book is an indispensable resource for educators, computer scientists, faculty of higher education, government officials, educational administration, students of higher education, pre-service teachers, business professionals, researchers, and academicians.

Handbook of Research on AI and Machine Learning Applications in Customer Support and Analytics

Author : Hossain, Md Shamim
Publisher : IGI Global
ISBN 13 : 1668471078
Total Pages : 445 pages
Book Rating : 4.6/5 (684 download)

DOWNLOAD NOW!

Book Synopsis Handbook of Research on AI and Machine Learning Applications in Customer Support and Analytics by : Hossain, Md Shamim

Download or read book Handbook of Research on AI and Machine Learning Applications in Customer Support and Analytics written by Hossain, Md Shamim and published by IGI Global. This book was released on 2023-05-02 with total page 445 pages. Available in PDF, EPUB and Kindle. Book excerpt: In the modern data-driven era, artificial intelligence (AI) and machine learning (ML) technologies that allow a computer to mimic intelligent human behavior are essential for organizations to achieve business excellence and assist organizations in extracting useful information from raw data. AI and ML have existed for decades, but in the age of big data, this sort of analysis is in higher demand than ever, especially for customer support and analytics. The Handbook of Research on AI and Machine Learning Applications in Customer Support and Analytics investigates the applications of AI and ML and how they can be implemented to enhance customer support and analytics at various levels of organizations. This book is ideal for marketing professionals, managers, business owners, researchers, practitioners, academicians, instructors, university libraries, and students, and covers topics such as artificial intelligence, machine learning, supervised learning, deep learning, customer sentiment analysis, data mining, neural networks, and business analytics.

6G Enabled Fog Computing in IoT

Author : Mohit Kumar
Publisher : Springer Nature
ISBN 13 : 3031301013
Total Pages : 416 pages
Book Rating : 4.0/5 (313 download)

DOWNLOAD NOW!

Book Synopsis 6G Enabled Fog Computing in IoT by : Mohit Kumar

Download or read book 6G Enabled Fog Computing in IoT written by Mohit Kumar and published by Springer Nature. This book was released on 2023-10-21 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: Over the past few years, the demand for data traffic has experienced explosive growth thanks to the increasing need to stay online. New applications of communications, such as wearable devices, autonomous systems, drones, and the Internet of Things (IoT), continue to emerge and generate even more data traffic with vastly different performance requirements. With the COVID-19 pandemic, the need to stay online has become even more crucial, as most of the fields, would they be industrial, educational, economic, or service-oriented, had to go online as best as they can. As the data traffic is expected to continuously strain the capacity of future communication networks, these networks need to evolve consistently in order to keep up with the growth of data traffic. Thus, more intelligent processing, operation, and optimization will be needed for tomorrow’s communication networks. The Sixth Generation (6G) technology is latest approach for mobile systems or edge devices in terms of reduce traffic congestions, energy consumption blending with IoT devices applications. The 6G network works beyond the 5G (B5G), where we can use various platforms as an application e.g. fog computing enabled IoT networks, Intelligent techniques for SDN network, 6G enabled healthcare industry, energy aware location management. Still this technology must resolve few challenges like security, IoT enabled trust network. This book will focus on the use of AI/ML-based techniques to solve issues related to 6G enabled networks, their layers, as well as their applications. It will be a collection of original contributions regarding state-of-the-art AI/ML-based solutions for signal detection, channel modeling, resource optimization, routing protocol design, transport layer optimization, user/application behavior prediction 6G enabled software-defined networking, congestion control, communication network optimization, security, and anomaly detection. The proposed edited book emphasis on the 6G network blended with Fog-IoT networks to introduce its applications and future perspectives that helps the researcher to apply this technique in their domain and it may also helpful to resolve the challenges and future opportunities with 6G networks.

Handbook of Research on Learner-Centered Approaches to Teaching in an Age of Transformational Change

Author : Bromer, Billi L.
Publisher : IGI Global
ISBN 13 : 1668442418
Total Pages : 385 pages
Book Rating : 4.6/5 (684 download)

DOWNLOAD NOW!

Book Synopsis Handbook of Research on Learner-Centered Approaches to Teaching in an Age of Transformational Change by : Bromer, Billi L.

Download or read book Handbook of Research on Learner-Centered Approaches to Teaching in an Age of Transformational Change written by Bromer, Billi L. and published by IGI Global. This book was released on 2022-06-24 with total page 385 pages. Available in PDF, EPUB and Kindle. Book excerpt: Institutions of education are in an age of transformational change in which learning has a wider scope of understanding and long-term impact than ever before. Those involved in teaching and learning require additional training and subject matter support towards developing a broader and more profoundly complex understanding of the learners affected by evolving sociological events and associated needs. More than ever, a broader understanding of the learner is needed, inclusive of a learner-centered approach to both teaching and learner cognitive engagement. The Handbook of Research on Learner-Centered Approaches to Teaching in an Age of Transformational Change examines the abundant transformational changes that have occurred and provide strategies to understand and address them. It draws from a wide range of experts and provides a burgeoning understanding of the effects of these rapidly-moving transformational changes that are occurring in the processes of teaching and learning. Exploring a wide range of issues such as community engagement scholarship, motivation-driven assignment design, and trauma-informed practices, this major reference work is an invaluable resource for educators of K-12 and higher education, educational faculty and administration, pre-service teachers, government officials, non-profit organizations, sociologists, libraries, researchers, and academicians.

Advanced Information Networking and Applications

Author : Leonard Barolli
Publisher : Springer Nature
ISBN 13 : 3031578708
Total Pages : 486 pages
Book Rating : 4.0/5 (315 download)

DOWNLOAD NOW!

Book Synopsis Advanced Information Networking and Applications by : Leonard Barolli

Download or read book Advanced Information Networking and Applications written by Leonard Barolli and published by Springer Nature. This book was released on with total page 486 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Management Engineering in Emerging Economies

Author : Guillermo Cortés-Robles
Publisher : Springer Nature
ISBN 13 : 3031544854
Total Pages : 458 pages
Book Rating : 4.0/5 (315 download)

DOWNLOAD NOW!

Book Synopsis Management Engineering in Emerging Economies by : Guillermo Cortés-Robles

Download or read book Management Engineering in Emerging Economies written by Guillermo Cortés-Robles and published by Springer Nature. This book was released on with total page 458 pages. Available in PDF, EPUB and Kindle. Book excerpt:

School-Museum Relationships and Teaching Social Sciences in Formal Education

Author : Escribano-Miralles, Ainoa
Publisher : IGI Global
ISBN 13 : 1799871320
Total Pages : 246 pages
Book Rating : 4.7/5 (998 download)

DOWNLOAD NOW!

Book Synopsis School-Museum Relationships and Teaching Social Sciences in Formal Education by : Escribano-Miralles, Ainoa

Download or read book School-Museum Relationships and Teaching Social Sciences in Formal Education written by Escribano-Miralles, Ainoa and published by IGI Global. This book was released on 2022-06-03 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: Coverage of heritage and archeology in formal education is typically limited. These subjects are typically taught through specific and anecdotal activities that do not respond to a specific methodological foundation. School-museum relationships offer numerous benefits for design participation experiences with long-term perspectives in conducting systematic activities. The collaboration between the museum and school should be considered a maxim for the development of teaching-learning processes of history based on the students’ investigation of their own reality and the immediate context of a lived culture using the archaeological heritage. School-Museum Relationships and Teaching Social Sciences in Formal Education paves the way for collaboration between museums and schools as a rule of conduct for the development of teaching and learning processes for the social sciences. This book focuses, from within the field of formal education, on the spaces in which learning takes place (school and archeological museums) to establish proposals for improvement in the teaching and learning of history, taking heritage education as a point of reference and heritage as a teaching resource. Covering topics such as interactive collaborative models, teaching and learning improvement, and the school-museum educational projects, this premier reference source is an excellent resource for museum educators, directors, educators and administrators of both K-12 and higher education, pre-service teachers, teacher educators, government officials, librarians, researchers, and academicians.

Assistive Technologies for Differently Abled Students

Author : Dhamdhere, Sangeeta
Publisher : IGI Global
ISBN 13 : 1799847373
Total Pages : 353 pages
Book Rating : 4.7/5 (998 download)

DOWNLOAD NOW!

Book Synopsis Assistive Technologies for Differently Abled Students by : Dhamdhere, Sangeeta

Download or read book Assistive Technologies for Differently Abled Students written by Dhamdhere, Sangeeta and published by IGI Global. This book was released on 2022-04-22 with total page 353 pages. Available in PDF, EPUB and Kindle. Book excerpt: In higher education systems, equal importance must be given to differently abled students. However, not all educational institutions have infrastructure and facilities to admit these students even though accessibility and support for these students is growing. There are many schemes, facilities, services, and financial assistance available to these students along with new assistive technologies that are making teaching and learning processes more effective. While using new technologies in education systems such as e-learning and blended learning, these students need special attention as well as some advanced training and additional features in the technology itself that better help them become familiar with it. Understanding the demands and requirements of differently abled students is the best way to provide them with quality education. Assistive Technologies for Differently Abled Students explores how to implement effective assistive technologies and other related services for providing differently abled students an education that is high quality and equal to their peers, enabling them to go on and excel in their field and obtain employment. Topics that are highlighted within this book include an overview for the different types of diverse assistive technologies for all types of students including students with visual impairments, learning disabilities, physical challenges, and more. This book is ideal for school administrators, researchers of higher educational institutes, non-governmental organizations, assistive technology experts, IT professionals, social workers, inservice and preservice teachers, teacher educators, practitioners, researchers, academicians, and students looking for information on the types of assistive technologies being employed in education for all types of differently abled students.

Contemporary Issues in Multicultural and Global Education

Author : Msengi, Clementine M.
Publisher : IGI Global
ISBN 13 : 1799874052
Total Pages : 382 pages
Book Rating : 4.7/5 (998 download)

DOWNLOAD NOW!

Book Synopsis Contemporary Issues in Multicultural and Global Education by : Msengi, Clementine M.

Download or read book Contemporary Issues in Multicultural and Global Education written by Msengi, Clementine M. and published by IGI Global. This book was released on 2022-05-13 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: In response to the COVID-19 pandemic, many educational institutions across the globe had to close in-person learning and turn to online learning. Previous predictions on the future of education discussed the globalization of education through online learning that breaks down geographical barriers. However, many students, parents, and educators are still finding it challenging to adapt to new methods of instruction. Creating global and multicultural classrooms creates additional challenges, especially when considering diverse, at-risk, and low-income student populations. Further study of these challenges is required to improve the future of global education. Contemporary Issues in Multicultural and Global Education discusses research, strategies, best practices, and insights dealing with important issues related to multicultural and global education. Covering topics such as remote learning and sustainable leadership, this premier reference source is ideal for educators, policymakers, administrators, curriculum designers, researchers, academicians, and students.

Digital Active Methodologies for Educative Learning Management

Author : Geada, Nuno
Publisher : IGI Global
ISBN 13 : 166844707X
Total Pages : 313 pages
Book Rating : 4.6/5 (684 download)

DOWNLOAD NOW!

Book Synopsis Digital Active Methodologies for Educative Learning Management by : Geada, Nuno

Download or read book Digital Active Methodologies for Educative Learning Management written by Geada, Nuno and published by IGI Global. This book was released on 2022-06-24 with total page 313 pages. Available in PDF, EPUB and Kindle. Book excerpt: Recently, education as a whole has undergone a serious change as online learning has increased in popularity. In order to provide students with the most innovative educational practices and ensure institutions are up to date in their teaching policies, digital tools and techniques must be implemented. Further study on the current methodologies of online teaching and learning is required to understand the best practices and challenges. Digital Active Methodologies for Educative Learning Management develops a theoretical and practical study related to the change in learning management and discusses how various digital tools and frameworks can be applied to manage education. Covering key topics such as emerging technology, social media, online learning, and artificial intelligence, this reference work is ideal for librarians, administrators, school faculty, academicians, scholars, practitioners, instructors, and students.

AI-Driven Intelligent Models for Business Excellence

Author : Samala Nagaraj
Publisher : IGI Global
ISBN 13 : 1668442485
Total Pages : 293 pages
Book Rating : 4.6/5 (684 download)

DOWNLOAD NOW!

Book Synopsis AI-Driven Intelligent Models for Business Excellence by : Samala Nagaraj

Download or read book AI-Driven Intelligent Models for Business Excellence written by Samala Nagaraj and published by IGI Global. This book was released on 2022 with total page 293 pages. Available in PDF, EPUB and Kindle. Book excerpt: "As digital technology is taking the world in a revolutionary way and business related aspects are getting smarter this book is a potential research source on the Artificial Intelligence-based Business Applications and Intelligence"--

Adoption of Data Analytics in Higher Education Learning and Teaching

Author : Dirk Ifenthaler
Publisher : Springer Nature
ISBN 13 : 3030473929
Total Pages : 464 pages
Book Rating : 4.0/5 (34 download)

DOWNLOAD NOW!

Book Synopsis Adoption of Data Analytics in Higher Education Learning and Teaching by : Dirk Ifenthaler

Download or read book Adoption of Data Analytics in Higher Education Learning and Teaching written by Dirk Ifenthaler and published by Springer Nature. This book was released on 2020-08-10 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book aims to advance global knowledge and practice in applying data science to transform higher education learning and teaching to improve personalization, access and effectiveness of education for all. Currently, higher education institutions and involved stakeholders can derive multiple benefits from educational data mining and learning analytics by using different data analytics strategies to produce summative, real-time, and predictive or prescriptive insights and recommendations. Educational data mining refers to the process of extracting useful information out of a large collection of complex educational datasets while learning analytics emphasizes insights and responses to real-time learning processes based on educational information from digital learning environments, administrative systems, and social platforms. This volume provides insight into the emerging paradigms, frameworks, methods and processes of managing change to better facilitate organizational transformation toward implementation of educational data mining and learning analytics. It features current research exploring the (a) theoretical foundation and empirical evidence of the adoption of learning analytics, (b) technological infrastructure and staff capabilities required, as well as (c) case studies that describe current practices and experiences in the use of data analytics in higher education.

Learning Analytics

Author : Johann Ari Larusson
Publisher : Springer
ISBN 13 : 1461433053
Total Pages : 195 pages
Book Rating : 4.4/5 (614 download)

DOWNLOAD NOW!

Book Synopsis Learning Analytics by : Johann Ari Larusson

Download or read book Learning Analytics written by Johann Ari Larusson and published by Springer. This book was released on 2014-07-04 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: In education today, technology alone doesn't always lead to immediate success for students or institutions. In order to gauge the efficacy of educational technology, we need ways to measure the efficacy of educational practices in their own right. Through a better understanding of how learning takes place, we may work toward establishing best practices for students, educators, and institutions. These goals can be accomplished with learning analytics. Learning Analytics: From Research to Practice updates this emerging field with the latest in theories, findings, strategies, and tools from across education and technological disciplines. Guiding readers through preparation, design, and examples of implementation, this pioneering reference clarifies LA methods as not mere data collection but sophisticated, systems-based analysis with practical applicability inside the classroom and in the larger world. Case studies illustrate applications of LA throughout academic settings (e.g., intervention, advisement, technology design), and their resulting impact on pedagogy and learning. The goal is to bring greater efficiency and deeper engagement to individual students, learning communities, and educators, as chapters show diverse uses of learning analytics to: Enhance student and faculty performance. Improve student understanding of course material. Assess and attend to the needs of struggling learners. Improve accuracy in grading. Allow instructors to assess and develop their own strengths. Encourage more efficient use of resources at the institutional level. Researchers and practitioners in educational technology, IT, and the learning sciences will hail the information in Learning Analytics: From Research to Practice as a springboard to new levels of student, instructor, and institutional success.

A Beginner’s Guide to Learning Analytics

Author : Srinivasa K G
Publisher : Springer Nature
ISBN 13 : 3030702588
Total Pages : 326 pages
Book Rating : 4.0/5 (37 download)

DOWNLOAD NOW!

Book Synopsis A Beginner’s Guide to Learning Analytics by : Srinivasa K G

Download or read book A Beginner’s Guide to Learning Analytics written by Srinivasa K G and published by Springer Nature. This book was released on 2021-04-19 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book A Beginner’s Guide to Learning Analytics is designed to meet modern educational trends’ needs. It is addressed to readers who have no prior knowledge of learning analytics and functions as an introductory text to learning analytics for those who want to do more with evaluation/assessment in their organizations. The book is useful to all who need to evaluate their learning and teaching strategies. It aims to bring greater efficiency and deeper engagement to individual students, learning communities, and educators. Covered here are the key concepts linked to learning analytics for researchers and practitioners interested in learning analytics. This book helps those who want to apply analytics to learning and development programs and helps educational institutions to identify learners who require support and provide a more personalized learning experience. Like chapters show diverse uses of learning analytics to enhance student and faculty performance. It presents a coherent framework for the effective translation of learning analytics research for educational practice to its practical application in different educational domains. This book provides educators and researchers with the tools and frameworks to effectively make sense of and use data and analytics in their everyday practice. This book will be a valuable addition to researchers’ bookshelves.

How People Learn II

Author : National Academies of Sciences, Engineering, and Medicine
Publisher : National Academies Press
ISBN 13 : 0309459672
Total Pages : 347 pages
Book Rating : 4.3/5 (94 download)

DOWNLOAD NOW!

Book Synopsis How People Learn II by : National Academies of Sciences, Engineering, and Medicine

Download or read book How People Learn II written by National Academies of Sciences, Engineering, and Medicine and published by National Academies Press. This book was released on 2018-09-27 with total page 347 pages. Available in PDF, EPUB and Kindle. Book excerpt: There are many reasons to be curious about the way people learn, and the past several decades have seen an explosion of research that has important implications for individual learning, schooling, workforce training, and policy. In 2000, How People Learn: Brain, Mind, Experience, and School: Expanded Edition was published and its influence has been wide and deep. The report summarized insights on the nature of learning in school-aged children; described principles for the design of effective learning environments; and provided examples of how that could be implemented in the classroom. Since then, researchers have continued to investigate the nature of learning and have generated new findings related to the neurological processes involved in learning, individual and cultural variability related to learning, and educational technologies. In addition to expanding scientific understanding of the mechanisms of learning and how the brain adapts throughout the lifespan, there have been important discoveries about influences on learning, particularly sociocultural factors and the structure of learning environments. How People Learn II: Learners, Contexts, and Cultures provides a much-needed update incorporating insights gained from this research over the past decade. The book expands on the foundation laid out in the 2000 report and takes an in-depth look at the constellation of influences that affect individual learning. How People Learn II will become an indispensable resource to understand learning throughout the lifespan for educators of students and adults.

Machine Learning Paradigms

Author : Maria Virvou
Publisher : Springer
ISBN 13 : 3030137430
Total Pages : 223 pages
Book Rating : 4.0/5 (31 download)

DOWNLOAD NOW!

Book Synopsis Machine Learning Paradigms by : Maria Virvou

Download or read book Machine Learning Paradigms written by Maria Virvou and published by Springer. This book was released on 2019-03-16 with total page 223 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents recent machine learning paradigms and advances in learning analytics, an emerging research discipline concerned with the collection, advanced processing, and extraction of useful information from both educators’ and learners’ data with the goal of improving education and learning systems. In this context, internationally respected researchers present various aspects of learning analytics and selected application areas, including: • Using learning analytics to measure student engagement, to quantify the learning experience and to facilitate self-regulation; • Using learning analytics to predict student performance; • Using learning analytics to create learning materials and educational courses; and • Using learning analytics as a tool to support learners and educators in synchronous and asynchronous eLearning. The book offers a valuable asset for professors, researchers, scientists, engineers and students of all disciplines. Extensive bibliographies at the end of each chapter guide readers to probe further into their application areas of interest.

Developing Effective Educational Experiences through Learning Analytics

Author : Anderson, Mark
Publisher : IGI Global
ISBN 13 : 1466699841
Total Pages : 361 pages
Book Rating : 4.4/5 (666 download)

DOWNLOAD NOW!

Book Synopsis Developing Effective Educational Experiences through Learning Analytics by : Anderson, Mark

Download or read book Developing Effective Educational Experiences through Learning Analytics written by Anderson, Mark and published by IGI Global. This book was released on 2016-04-07 with total page 361 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.