Data Mining and Learning Analytics

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Publisher : John Wiley & Sons
ISBN 13 : 1118998219
Total Pages : 351 pages
Book Rating : 4.1/5 (189 download)

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Book Synopsis Data Mining and Learning Analytics by : Samira ElAtia

Download or read book Data Mining and Learning Analytics written by Samira ElAtia and published by John Wiley & Sons. This book was released on 2016-09-20 with total page 351 pages. Available in PDF, EPUB and Kindle. Book excerpt: Addresses the impacts of data mining on education and reviews applications in educational research teaching, and learning This book discusses the insights, challenges, issues, expectations, and practical implementation of data mining (DM) within educational mandates. Initial series of chapters offer a general overview of DM, Learning Analytics (LA), and data collection models in the context of educational research, while also defining and discussing data mining’s four guiding principles— prediction, clustering, rule association, and outlier detection. The next series of chapters showcase the pedagogical applications of Educational Data Mining (EDM) and feature case studies drawn from Business, Humanities, Health Sciences, Linguistics, and Physical Sciences education that serve to highlight the successes and some of the limitations of data mining research applications in educational settings. The remaining chapters focus exclusively on EDM’s emerging role in helping to advance educational research—from identifying at-risk students and closing socioeconomic gaps in achievement to aiding in teacher evaluation and facilitating peer conferencing. This book features contributions from international experts in a variety of fields. Includes case studies where data mining techniques have been effectively applied to advance teaching and learning Addresses applications of data mining in educational research, including: social networking and education; policy and legislation in the classroom; and identification of at-risk students Explores Massive Open Online Courses (MOOCs) to study the effectiveness of online networks in promoting learning and understanding the communication patterns among users and students Features supplementary resources including a primer on foundational aspects of educational mining and learning analytics Data Mining and Learning Analytics: Applications in Educational Research is written for both scientists in EDM and educators interested in using and integrating DM and LA to improve education and advance educational research.

Data Mining in E-learning

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Publisher : WIT Press
ISBN 13 : 1845641523
Total Pages : 329 pages
Book Rating : 4.8/5 (456 download)

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Book Synopsis Data Mining in E-learning by : Cristobal Romero

Download or read book Data Mining in E-learning written by Cristobal Romero and published by WIT Press. This book was released on 2006 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: The development of e-learning systems, particularly, web-based education systems, has increased exponentially in recent years. Following this line, one of the most promising areas is the application of knowledge extraction. As one of the first of its kind, this book presents an introduction to e-learning systems, data mining concepts and the interaction between both areas.

Data Mining for a Web-based Educational System

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Publisher :
ISBN 13 :
Total Pages : 536 pages
Book Rating : 4.3/5 (129 download)

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Book Synopsis Data Mining for a Web-based Educational System by : Behrooz Minaei-Bidgoli

Download or read book Data Mining for a Web-based Educational System written by Behrooz Minaei-Bidgoli and published by . This book was released on 2004 with total page 536 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Utilizing Educational Data Mining Techniques for Improved Learning: Emerging Research and Opportunities

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Publisher : IGI Global
ISBN 13 : 1799800121
Total Pages : 180 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Utilizing Educational Data Mining Techniques for Improved Learning: Emerging Research and Opportunities by : Bhatt, Chintan

Download or read book Utilizing Educational Data Mining Techniques for Improved Learning: Emerging Research and Opportunities written by Bhatt, Chintan and published by IGI Global. This book was released on 2019-08-02 with total page 180 pages. Available in PDF, EPUB and Kindle. Book excerpt: Modern education has increased its reach through ICT tools and techniques. To manage educational data with the help of modern artificial intelligence, data and web mining techniques on dedicated cloud or grid platforms for educational institutes can be used. By utilizing data science techniques to manage educational data, the safekeeping, delivery, and use of knowledge can be increased for better quality education. Utilizing Educational Data Mining Techniques for Improved Learning: Emerging Research and Opportunities is a critical scholarly resource that explores data mining and management techniques that promote the improvement and optimization of educational data systems. The book intends to provide new models, platforms, tools, and protocols in data science for educational data analysis and introduces innovative hybrid system models dedicated to data science. Including topics such as automatic assessment, educational analytics, and machine learning, this book is essential for IT specialists, data analysts, computer engineers, education professionals, administrators, policymakers, researchers, academicians, and technology experts.

Web Data Mining

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Publisher : Springer Science & Business Media
ISBN 13 : 3642194605
Total Pages : 637 pages
Book Rating : 4.6/5 (421 download)

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Book Synopsis Web Data Mining by : Bing Liu

Download or read book Web Data Mining written by Bing Liu and published by Springer Science & Business Media. This book was released on 2011-06-25 with total page 637 pages. Available in PDF, EPUB and Kindle. Book excerpt: Liu has written a comprehensive text on Web mining, which consists of two parts. The first part covers the data mining and machine learning foundations, where all the essential concepts and algorithms of data mining and machine learning are presented. The second part covers the key topics of Web mining, where Web crawling, search, social network analysis, structured data extraction, information integration, opinion mining and sentiment analysis, Web usage mining, query log mining, computational advertising, and recommender systems are all treated both in breadth and in depth. His book thus brings all the related concepts and algorithms together to form an authoritative and coherent text. The book offers a rich blend of theory and practice. It is suitable for students, researchers and practitioners interested in Web mining and data mining both as a learning text and as a reference book. Professors can readily use it for classes on data mining, Web mining, and text mining. Additional teaching materials such as lecture slides, datasets, and implemented algorithms are available online.

Advances in Web-based Education

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Publisher : IGI Global
ISBN 13 : 1591406900
Total Pages : 397 pages
Book Rating : 4.5/5 (914 download)

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Book Synopsis Advances in Web-based Education by : George D. Magoulas

Download or read book Advances in Web-based Education written by George D. Magoulas and published by IGI Global. This book was released on 2006-01-01 with total page 397 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This book provides coverage of a wide range of factors that influence the design, use and adoption of Personalized Learning Environments"--Provided by publisher.

Advancing Educational Research With Emerging Technology

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Publisher : IGI Global
ISBN 13 : 1799811751
Total Pages : 315 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Advancing Educational Research With Emerging Technology by : Kennedy, Eugene

Download or read book Advancing Educational Research With Emerging Technology written by Kennedy, Eugene and published by IGI Global. This book was released on 2019-11-29 with total page 315 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in technology and media have fundamentally changed the way people perceive research, how research studies are conducted, and the ways data are analyzed/how the findings are presented. Emerging internet-enabled technological tools have enhanced and transformed research in education and the way educators must adapt to conduct future studies. Advancing Educational Research With Emerging Technology provides innovative insights into cutting-edge and long-standing digital tools in educational research and addresses theoretical, methodological, and ethical dimensions in doing research in the digital world. The content within this publication examines such topics as computational linguistics, individualized learning, and mobile technologies. The design of this publication is suited for students, professors, higher education faculty, deans, academicians, researchers, and practitioners looking to expand their research through the use of a broad range of digital tools and resources.

Privacy and Security Policies in Big Data

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Publisher : IGI Global
ISBN 13 : 1522524878
Total Pages : 325 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Privacy and Security Policies in Big Data by : Tamane, Sharvari

Download or read book Privacy and Security Policies in Big Data written by Tamane, Sharvari and published by IGI Global. This book was released on 2017-03-03 with total page 325 pages. Available in PDF, EPUB and Kindle. Book excerpt: In recent years, technological advances have led to significant developments within a variety of business applications. In particular, data-driven research provides ample opportunity for enterprise growth, if utilized efficiently. Privacy and Security Policies in Big Data is a pivotal reference source for the latest research on innovative concepts on the management of security and privacy analytics within big data. Featuring extensive coverage on relevant areas such as kinetic knowledge, cognitive analytics, and parallel computing, this publication is an ideal resource for professionals, researchers, academicians, advanced-level students, and technology developers in the field of big data.

Educational Data Mining

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Publisher : Springer
ISBN 13 : 3319027387
Total Pages : 477 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Educational Data Mining by : Alejandro Peña-Ayala

Download or read book Educational Data Mining written by Alejandro Peña-Ayala and published by Springer. This book was released on 2013-11-08 with total page 477 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is devoted to the Educational Data Mining arena. It highlights works that show relevant proposals, developments, and achievements that shape trends and inspire future research. After a rigorous revision process sixteen manuscripts were accepted and organized into four parts as follows: · Profile: The first part embraces three chapters oriented to: 1) describe the nature of educational data mining (EDM); 2) describe how to pre-process raw data to facilitate data mining (DM); 3) explain how EDM supports government policies to enhance education. · Student modeling: The second part contains five chapters concerned with: 4) explore the factors having an impact on the student's academic success; 5) detect student's personality and behaviors in an educational game; 6) predict students performance to adjust content and strategies; 7) identify students who will most benefit from tutor support; 8) hypothesize the student answer correctness based on eye metrics and mouse click. · Assessment: The third part has four chapters related to: 9) analyze the coherence of student research proposals; 10) automatically generate tests based on competences; 11) recognize students activities and visualize these activities for being presented to teachers; 12) find the most dependent test items in students response data. · Trends: The fourth part encompasses four chapters about how to: 13) mine text for assessing students productions and supporting teachers; 14) scan student comments by statistical and text mining techniques; 15) sketch a social network analysis (SNA) to discover student behavior profiles and depict models about their collaboration; 16) evaluate the structure of interactions between the students in social networks. This volume will be a source of interest to researchers, practitioners, professors, and postgraduate students aimed at updating their knowledge and find targets for future work in the field of educational data mining.

Research Anthology on Preparing School Administrators to Lead Quality Education Programs

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Publisher : IGI Global
ISBN 13 : 1799834395
Total Pages : 1829 pages
Book Rating : 4.7/5 (998 download)

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Book Synopsis Research Anthology on Preparing School Administrators to Lead Quality Education Programs by : Management Association, Information Resources

Download or read book Research Anthology on Preparing School Administrators to Lead Quality Education Programs written by Management Association, Information Resources and published by IGI Global. This book was released on 2020-07-24 with total page 1829 pages. Available in PDF, EPUB and Kindle. Book excerpt: The delivery of quality education to students relies heavily on the actions of an institution’s administrative staff. Effective leadership strategies allow for the continued progress of modern educational initiatives. It is crucial to investigate how effective administrators lead their organizations in challenging and difficult times and promote the accomplishments of their organization. Research Anthology on Preparing School Administrators to Lead Quality Education Programs is a vital reference source that offers theoretical and pedagogical research concerning the management of educational systems on both the national and international scale. It also explores academic administration as well as administrative effectiveness in achieving organizational goals. Highlighting a range of topics such as strategic planning, human resources, and school culture, this multi-volume book is ideally designed for educators, administrators, principals, superintendents, board members, researchers, academicians, policymakers, and students.

Handbook of Educational Data Mining

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Author :
Publisher : CRC Press
ISBN 13 : 1439804583
Total Pages : 528 pages
Book Rating : 4.4/5 (398 download)

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Book Synopsis Handbook of Educational Data Mining by : Cristobal Romero

Download or read book Handbook of Educational Data Mining written by Cristobal Romero and published by CRC Press. This book was released on 2010-10-25 with total page 528 pages. Available in PDF, EPUB and Kindle. Book excerpt: This handbook provides a thorough overview of the current state of knowledge in this area. The first part of the book includes nine surveys and tutorials on the principal data mining techniques that have been applied in education. The second part presents a set of 25 case studies that give a rich overview of the problems that EDM has addressed. With contributions by well-known researchers from a variety of fields, the book reflects the multidisciplinary nature of the EDM community. It helps education experts understand what types of questions EDM can address and helps data miners understand what types of questions are important to educational design and educational decision making.

Web-based Education

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Publisher : IGI Global
ISBN 13 : 1591401100
Total Pages : 469 pages
Book Rating : 4.5/5 (914 download)

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Book Synopsis Web-based Education by : Anil Aggarwal

Download or read book Web-based Education written by Anil Aggarwal and published by IGI Global. This book was released on 2003-01-01 with total page 469 pages. Available in PDF, EPUB and Kindle. Book excerpt: Successful use of information and communication technologies depends on usable designs that do not require expensive training, accommodate the needs of diverse users and are low cost. There is a growing demand and increasing pressure for adopting innovative approaches to the design and delivery of education, hence, the use of online learning (also called E-learning) as a mode of study. This is partly due to the increasing number of learners and the limited resources available to meet a wide range of various needs, backgrounds, expectations, skills, levels, ages, abilities and disabilities. The advances of new technology and communications (WWW, Human Computer Interaction and Multimedia) have made it possible to reach out to a bigger audience around the globe. By focusing on the issues that have impact on the usability of online learning programs and their implementation, Usability Evaluation of Online Learning Programs specifically fills-in a gap in this area, which is particularly invaluable to practitioners.

Cognitive Computing: Theory and Applications

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Publisher : Elsevier
ISBN 13 : 0444637516
Total Pages : 406 pages
Book Rating : 4.4/5 (446 download)

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Book Synopsis Cognitive Computing: Theory and Applications by : Vijay V Raghavan

Download or read book Cognitive Computing: Theory and Applications written by Vijay V Raghavan and published by Elsevier. This book was released on 2016-09-10 with total page 406 pages. Available in PDF, EPUB and Kindle. Book excerpt: Cognitive Computing: Theory and Applications, written by internationally renowned experts, focuses on cognitive computing and its theory and applications, including the use of cognitive computing to manage renewable energy, the environment, and other scarce resources, machine learning models and algorithms, biometrics, Kernel Based Models for transductive learning, neural networks, graph analytics in cyber security, neural networks, data driven speech recognition, and analytical platforms to study the brain-computer interface. - Comprehensively presents the various aspects of statistical methodology - Discusses a wide variety of diverse applications and recent developments - Contributors are internationally renowned experts in their respective areas

Web Data Mining and the Development of Knowledge-Based Decision Support Systems

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Publisher : IGI Global
ISBN 13 : 1522518789
Total Pages : 427 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Web Data Mining and the Development of Knowledge-Based Decision Support Systems by : Sreedhar, G.

Download or read book Web Data Mining and the Development of Knowledge-Based Decision Support Systems written by Sreedhar, G. and published by IGI Global. This book was released on 2016-12-21 with total page 427 pages. Available in PDF, EPUB and Kindle. Book excerpt: Websites are a central part of today’s business world; however, with the vast amount of information that constantly changes and the frequency of required updates, this can come at a high cost to modern businesses. Web Data Mining and the Development of Knowledge-Based Decision Support Systems is a key reference source on decision support systems in view of end user accessibility and identifies methods for extraction and analysis of useful information from web documents. Featuring extensive coverage across a range of relevant perspectives and topics, such as semantic web, machine learning, and expert systems, this book is ideally designed for web developers, internet users, online application developers, researchers, and faculty.

Handbook of Educational Data Mining

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Author :
Publisher : CRC Press
ISBN 13 : 9781439804575
Total Pages : 535 pages
Book Rating : 4.8/5 (45 download)

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Book Synopsis Handbook of Educational Data Mining by : Cristobal Romero

Download or read book Handbook of Educational Data Mining written by Cristobal Romero and published by CRC Press. This book was released on 2010-10-25 with total page 535 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handbook of Educational Data Mining (EDM) provides a thorough overview of the current state of knowledge in this area. The first part of the book includes nine surveys and tutorials on the principal data mining techniques that have been applied in education. The second part presents a set of 25 case studies that give a rich overview of the problems that EDM has addressed. Researchers at the Forefront of the Field Discuss Essential Topics and the Latest Advances With contributions by well-known researchers from a variety of fields, the book reflects the multidisciplinary nature of the EDM community. It brings the educational and data mining communities together, helping education experts understand what types of questions EDM can address and helping data miners understand what types of questions are important to educational design and educational decision making. Encouraging readers to integrate EDM into their research and practice, this timely handbook offers a broad, accessible treatment of essential EDM techniques and applications. It provides an excellent first step for newcomers to the EDM community and for active researchers to keep abreast of recent developments in the field.

Building Intelligent Interactive Tutors

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Publisher : Morgan Kaufmann
ISBN 13 : 0080920047
Total Pages : 480 pages
Book Rating : 4.0/5 (89 download)

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Book Synopsis Building Intelligent Interactive Tutors by : Beverly Park Woolf

Download or read book Building Intelligent Interactive Tutors written by Beverly Park Woolf and published by Morgan Kaufmann. This book was released on 2010-07-28 with total page 480 pages. Available in PDF, EPUB and Kindle. Book excerpt: Building Intelligent Interactive Tutors discusses educational systems that assess a student's knowledge and are adaptive to a student's learning needs. The impact of computers has not been generally felt in education due to lack of hardware, teacher training, and sophisticated software. and because current instructional software is neither truly responsive to student needs nor flexible enough to emulate teaching. Dr. Woolf taps into 20 years of research on intelligent tutors to bring designers and developers a broad range of issues and methods that produce the best intelligent learning environments possible, whether for classroom or life-long learning. The book describes multidisciplinary approaches to using computers for teaching, reports on research, development, and real-world experiences, and discusses intelligent tutors, web-based learning systems, adaptive learning systems, intelligent agents and intelligent multimedia. It is recommended for professionals, graduate students, and others in computer science and educational technology who are developing online tutoring systems to support e-learning, and who want to build intelligence into the system. - Combines both theory and practice to offer most in-depth and up-to-date treatment of intelligent tutoring systems available - Presents powerful drivers of virtual teaching systems, including cognitive science, artificial intelligence, and the Internet - Features algorithmic material that enables programmers and researchers to design building components and intelligent systems

Evolution of Teaching and Learning Paradigms in Intelligent Environment

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Publisher : Springer
ISBN 13 : 3540719741
Total Pages : 310 pages
Book Rating : 4.5/5 (47 download)

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Book Synopsis Evolution of Teaching and Learning Paradigms in Intelligent Environment by : Raymond A. Tedman

Download or read book Evolution of Teaching and Learning Paradigms in Intelligent Environment written by Raymond A. Tedman and published by Springer. This book was released on 2011-04-07 with total page 310 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a fascinating window on the evolution of teaching and learning paradigms in intelligent environments. It presents the latest ideas coming out of educational computing research. The three Australian authors include a number of chapters on issues of real relevance to today’s teaching practice, including an introduction to the evolution of teaching and learning paradigms; why designers cannot be agnostic about pedagogy, and the influence of constructivist thinking in design of e-learning for HE.