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Computational Learning Theory and Natural Learning Systems: Intersections between theory and experiment

Author: Stephen José Hanson

Publisher: Mit Press

Published: 1994

Total Pages: 449

ISBN-13: 9780262581332

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Annotation These original contributions converge on an exciting and fruitful intersection of three historically distinct areas of learning research: computational learning theory, neural networks, and symbolic machine learning. Bridging theory and practice, computer science and psychology, they consider general issues in learning systems that could provide constraints for theory and at the same time interpret theoretical results in the context of experiments with actual learning systems. In all, nineteen chapters address questions such as, What is a natural system? How should learning systems gain from prior knowledge? If prior knowledge is important, how can we quantify how important? What makes a learning problem hard? How are neural networks and symbolic machine learning approaches similar? Is there a fundamental difference in the kind of task a neural network can easily solve as opposed to those a symbolic algorithm can easily solve? Stephen J. Hanson heads the Learning Systems Department at Siemens Corporate Research and is a Visiting Member of the Research Staff and Research Collaborator at the Cognitive Science Laboratory at Princeton University. George A. Drastal is Senior Research Scientist at Siemens Corporate Research. Ronald J. Rivest is Professor of Computer Science and Associate Director of the Laboratory for Computer Science at the Massachusetts Institute of Technology.

Book Synopsis Computational Learning Theory and Natural Learning Systems: Intersections between theory and experiment by : Stephen José Hanson

Download or read book Computational Learning Theory and Natural Learning Systems: Intersections between theory and experiment written by Stephen José Hanson and published by Mit Press. This book was released on 1994 with total page 449 pages. Available in PDF, EPUB and Kindle. Book excerpt: Annotation These original contributions converge on an exciting and fruitful intersection of three historically distinct areas of learning research: computational learning theory, neural networks, and symbolic machine learning. Bridging theory and practice, computer science and psychology, they consider general issues in learning systems that could provide constraints for theory and at the same time interpret theoretical results in the context of experiments with actual learning systems. In all, nineteen chapters address questions such as, What is a natural system? How should learning systems gain from prior knowledge? If prior knowledge is important, how can we quantify how important? What makes a learning problem hard? How are neural networks and symbolic machine learning approaches similar? Is there a fundamental difference in the kind of task a neural network can easily solve as opposed to those a symbolic algorithm can easily solve? Stephen J. Hanson heads the Learning Systems Department at Siemens Corporate Research and is a Visiting Member of the Research Staff and Research Collaborator at the Cognitive Science Laboratory at Princeton University. George A. Drastal is Senior Research Scientist at Siemens Corporate Research. Ronald J. Rivest is Professor of Computer Science and Associate Director of the Laboratory for Computer Science at the Massachusetts Institute of Technology.

Education for Sustainable Human and Environmental Systems

Author: Will Focht

Publisher: Routledge

Published: 2018-09-19

Total Pages: 268

ISBN-13: 1351171585

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The goal of Sustainable Human and Environmental Systems (SHES) education is to prepare students to facilitate social learning in communities that builds knowledge of, capacity for, and commitment to sustainability to facilitate the emergence of sustainable societies. The SHES approach to sustainability education relies on complexity-based systems thinking that transcends disciplinary boundaries. This book provides a comprehensive guide to the SHES approach, including its rationale and theoretical foundation, its pedagogy and practical applications in curricula, and ways to support the approach through institutional administration. This book will be of great interest to academics and students of education, environmental sciences and studies, sustainability and sustainable development, natural resource management, conservation, environmental policy, environmental planning, and related fields in higher education. Educators can use this book as a guide to SHES pedagogy, curriculum design, sustainability, environmental studies, sustainable development, and sustainable well-being. Administrators will find the book useful in establishing, evaluating, staffing, and promoting programs based on the SHES approach.

Book Synopsis Education for Sustainable Human and Environmental Systems by : Will Focht

Download or read book Education for Sustainable Human and Environmental Systems written by Will Focht and published by Routledge. This book was released on 2018-09-19 with total page 268 pages. Available in PDF, EPUB and Kindle. Book excerpt: The goal of Sustainable Human and Environmental Systems (SHES) education is to prepare students to facilitate social learning in communities that builds knowledge of, capacity for, and commitment to sustainability to facilitate the emergence of sustainable societies. The SHES approach to sustainability education relies on complexity-based systems thinking that transcends disciplinary boundaries. This book provides a comprehensive guide to the SHES approach, including its rationale and theoretical foundation, its pedagogy and practical applications in curricula, and ways to support the approach through institutional administration. This book will be of great interest to academics and students of education, environmental sciences and studies, sustainability and sustainable development, natural resource management, conservation, environmental policy, environmental planning, and related fields in higher education. Educators can use this book as a guide to SHES pedagogy, curriculum design, sustainability, environmental studies, sustainable development, and sustainable well-being. Administrators will find the book useful in establishing, evaluating, staffing, and promoting programs based on the SHES approach.

E-learning Theory and Practice

Author: Caroline Haythornthwaite

Publisher: SAGE Publications

Published: 2011-04-19

Total Pages: 273

ISBN-13: 1849204713

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In E-learning Theory and Practice the authors set out different perspectives on e-learning. The book deals with the social implications of e-learning, its transformative effects, and the social and technical interplay that supports and directs e-learning. The authors present new perspectives on the subject by exploring the way teaching and learning are changing with the presence of the Internet and participatory media; providing a theoretical grounding in new learning practices from education, communication and information science; addressing e-learning in terms of existing learning theories, emerging online learning theories, new literacies, social networks, social worlds, community and virtual communities, and online resources; and emphasizing the impact of everyday electronic practices on learning, literacy and the classroom, locally and globally. This book is for everyone involved in e-learning including teachers, educators, graduate students and researchers.

Book Synopsis E-learning Theory and Practice by : Caroline Haythornthwaite

Download or read book E-learning Theory and Practice written by Caroline Haythornthwaite and published by SAGE Publications. This book was released on 2011-04-19 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: In E-learning Theory and Practice the authors set out different perspectives on e-learning. The book deals with the social implications of e-learning, its transformative effects, and the social and technical interplay that supports and directs e-learning. The authors present new perspectives on the subject by exploring the way teaching and learning are changing with the presence of the Internet and participatory media; providing a theoretical grounding in new learning practices from education, communication and information science; addressing e-learning in terms of existing learning theories, emerging online learning theories, new literacies, social networks, social worlds, community and virtual communities, and online resources; and emphasizing the impact of everyday electronic practices on learning, literacy and the classroom, locally and globally. This book is for everyone involved in e-learning including teachers, educators, graduate students and researchers.

Social Learning Systems and Communities of Practice

Author: Chris Blackmore

Publisher: Springer Science & Business Media

Published: 2010-06-01

Total Pages: 231

ISBN-13: 1849961336

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Social Learning Systems and Communities of Practice is a collection of classical and contemporary writing associated with learning and systemic change in contexts ranging from cities, to rural development to education to nursing to water management to public policy. It is likely to be of interest to anyone trying to understand how to think systemically and to act and interact effectively in situations experienced as complex, messy and changing. While mainly concerned with professional praxis, where theory and practice inform each other, there is much here that can apply at a personal level. This book offers conceptual tools and suggestions for new ways of being and acting in the world in relation to each other, that arise from both old and new understandings of communities, learning and systems. Starting with twentieth century insights into social learning, learning systems and appreciative systems from Donald Schön and Sir Geoffrey Vickers, the book goes on to consider the contemporary traditions of critical social learning systems and communities of practice, pioneered by Richard Bawden and Etienne Wenger and their colleagues. A synthesis of the ideas raised, written by the editor, concludes this reader. The theory and practice of social learning systems and communities of practice appear to have much to offer in influencing and managing systemic change for a better world.

Book Synopsis Social Learning Systems and Communities of Practice by : Chris Blackmore

Download or read book Social Learning Systems and Communities of Practice written by Chris Blackmore and published by Springer Science & Business Media. This book was released on 2010-06-01 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: Social Learning Systems and Communities of Practice is a collection of classical and contemporary writing associated with learning and systemic change in contexts ranging from cities, to rural development to education to nursing to water management to public policy. It is likely to be of interest to anyone trying to understand how to think systemically and to act and interact effectively in situations experienced as complex, messy and changing. While mainly concerned with professional praxis, where theory and practice inform each other, there is much here that can apply at a personal level. This book offers conceptual tools and suggestions for new ways of being and acting in the world in relation to each other, that arise from both old and new understandings of communities, learning and systems. Starting with twentieth century insights into social learning, learning systems and appreciative systems from Donald Schön and Sir Geoffrey Vickers, the book goes on to consider the contemporary traditions of critical social learning systems and communities of practice, pioneered by Richard Bawden and Etienne Wenger and their colleagues. A synthesis of the ideas raised, written by the editor, concludes this reader. The theory and practice of social learning systems and communities of practice appear to have much to offer in influencing and managing systemic change for a better world.

Universal Design for Learning

Author: Anne Meyer

Publisher: CAST Professional Publishing

Published: 2015-12

Total Pages: 234

ISBN-13: 9781930583542

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Anne Meyer and David Rose, who first laid out the principles of UDL, provide an ambitious, engaging discussion of new research and best practices. This book gives the UDL field an essential and authoritative learning resource for the coming years. In the 1990s, Anne Meyer, David Rose, and their colleagues at CAST introduced Universal Design for Learning (UDL) as a framework to improve teaching and learning in the digital age, sparking an international reform movement. Now Meyer and Rose return with Universal Design for Learning: Theory and Practice, an up-to-date multimedia online book (with print and e-book options) that leverages more than a decade of research and implementation. This is the first significant new statement on UDL since 2002, an ambitious, engaging exploration of ideas and best practices that provides the growing UDL field with an essential and authoritative learning resource for the coming years. This new work includes contributions from CAST's research and implementation teams as well as from many of CAST's collaborators in schools, universities, and research settings. Readers are invited to contribute ideas, perspectives, and examples from their own practice in an online community of practice. --

Book Synopsis Universal Design for Learning by : Anne Meyer

Download or read book Universal Design for Learning written by Anne Meyer and published by CAST Professional Publishing. This book was released on 2015-12 with total page 234 pages. Available in PDF, EPUB and Kindle. Book excerpt: Anne Meyer and David Rose, who first laid out the principles of UDL, provide an ambitious, engaging discussion of new research and best practices. This book gives the UDL field an essential and authoritative learning resource for the coming years. In the 1990s, Anne Meyer, David Rose, and their colleagues at CAST introduced Universal Design for Learning (UDL) as a framework to improve teaching and learning in the digital age, sparking an international reform movement. Now Meyer and Rose return with Universal Design for Learning: Theory and Practice, an up-to-date multimedia online book (with print and e-book options) that leverages more than a decade of research and implementation. This is the first significant new statement on UDL since 2002, an ambitious, engaging exploration of ideas and best practices that provides the growing UDL field with an essential and authoritative learning resource for the coming years. This new work includes contributions from CAST's research and implementation teams as well as from many of CAST's collaborators in schools, universities, and research settings. Readers are invited to contribute ideas, perspectives, and examples from their own practice in an online community of practice. --

Systems that Learn

Author: Sanjay Jain

Publisher: MIT Press

Published: 1999

Total Pages: 346

ISBN-13: 9780262100779

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This introduction to the concepts and techniques of formal learning theory is based on a number-theoretical approach to learning and uses the tools of recursive function theory to understand how learners come to an accurate view of reality.

Book Synopsis Systems that Learn by : Sanjay Jain

Download or read book Systems that Learn written by Sanjay Jain and published by MIT Press. This book was released on 1999 with total page 346 pages. Available in PDF, EPUB and Kindle. Book excerpt: This introduction to the concepts and techniques of formal learning theory is based on a number-theoretical approach to learning and uses the tools of recursive function theory to understand how learners come to an accurate view of reality.

Learning Systems

Author: Vasil Sgurev

Publisher:

Published: 2018

Total Pages: 301

ISBN-13: 9783319751825

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By presenting the latest advances in fuzzy sets and computing with words from around the globe, this book disseminates recent innovations in advanced intelligent technologies and systems. From intelligent control and intuitionistic fuzzy quantifiers to various data science and industrial applications, it includes a wide range of valuable lessons learned and ideas for future intelligent products and systems.

Book Synopsis Learning Systems by : Vasil Sgurev

Download or read book Learning Systems written by Vasil Sgurev and published by . This book was released on 2018 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: By presenting the latest advances in fuzzy sets and computing with words from around the globe, this book disseminates recent innovations in advanced intelligent technologies and systems. From intelligent control and intuitionistic fuzzy quantifiers to various data science and industrial applications, it includes a wide range of valuable lessons learned and ideas for future intelligent products and systems.

The Theory and Practice of Online Learning

Author: Terry Anderson

Publisher: Athabasca University Press

Published: 2008

Total Pages: 485

ISBN-13: 1897425082

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"Neither an academic tome nor a prescriptive 'how to' guide, The Theory and Practice of Online Learning is an illuminating collection of essays by practitioners and scholars active in the complex field of distance education. Distance education has evolved significantly in its 150 years of existence. For most of this time, it was an individual pursuit defined by infrequent postal communication. But recently, three more developmental generations have emerged, supported by television and radio, teleconferencing, and computer conferencing. The early 21st century has produced a fifth generation, based on autonomous agents and intelligent, database-assisted learning, that has been referred to as Web 2.0. The second edition of "The Theory and Practice of Online Learning" features updates in each chapter, plus four new chapters on current distance education issues such as connectivism and social software innovations."--BOOK JACKET.

Book Synopsis The Theory and Practice of Online Learning by : Terry Anderson

Download or read book The Theory and Practice of Online Learning written by Terry Anderson and published by Athabasca University Press. This book was released on 2008 with total page 485 pages. Available in PDF, EPUB and Kindle. Book excerpt: "Neither an academic tome nor a prescriptive 'how to' guide, The Theory and Practice of Online Learning is an illuminating collection of essays by practitioners and scholars active in the complex field of distance education. Distance education has evolved significantly in its 150 years of existence. For most of this time, it was an individual pursuit defined by infrequent postal communication. But recently, three more developmental generations have emerged, supported by television and radio, teleconferencing, and computer conferencing. The early 21st century has produced a fifth generation, based on autonomous agents and intelligent, database-assisted learning, that has been referred to as Web 2.0. The second edition of "The Theory and Practice of Online Learning" features updates in each chapter, plus four new chapters on current distance education issues such as connectivism and social software innovations."--BOOK JACKET.

Learning to Learn

Author: Ruth Deakin Crick

Publisher: Routledge

Published: 2014-04-28

Total Pages: 356

ISBN-13: 1135135622

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Learning to Learn provides a much needed overview and international guide to the field of learning to learn from a multidisciplinary lifelong and lifewide perspective. A wealth of research has been flourishing on this key educational goal in recent years. Internationally, it is considered to be one of the key competencies needed to compete in the global economy, but also a crucial factor for individual and social well-being. This book draws on leading international contributors to provide a cutting-edge overview of current thinking on learning to learn research, policy, and implementation in both formal and informal learning environments. But what learning to learn is exactly, and what its constituting elements are, are much debated issues. These seem to be the crucial questions if assessment and development of this 'malleable side of intelligence' are to be accomplished. The approach of this volume is to consider a broad conception of learning to learn, not confined to only study strategies or metacognition, yet acknowledging the importance of such elements. The book sets out to answer five main questions: What is learning to learn? What are its functions and how do we assess it? What does it promise to the individual and society at large? How is it conceived in national curricula internationally? How can it be developed in a variety of contexts? The text is organized into two parts: the first addresses the core question of the nature of learning to learn from a theoretical and policy viewpoint, and the second presents recent research carried out in several educational systems, with special attention to assessment and curriculum. It gives an account of pedagogical practices of learning to learn and its role in individual empowerment from childhood to adulthood. Contributors also highlight the potential use of learning to learn as an organizing concept for lifelong learning, school improvement, and teacher training along with potential conflicts with existing incentive practices and policies. This book is a vital starting point and guide for any advanced student or researcher looking to understand this important area of research.

Book Synopsis Learning to Learn by : Ruth Deakin Crick

Download or read book Learning to Learn written by Ruth Deakin Crick and published by Routledge. This book was released on 2014-04-28 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: Learning to Learn provides a much needed overview and international guide to the field of learning to learn from a multidisciplinary lifelong and lifewide perspective. A wealth of research has been flourishing on this key educational goal in recent years. Internationally, it is considered to be one of the key competencies needed to compete in the global economy, but also a crucial factor for individual and social well-being. This book draws on leading international contributors to provide a cutting-edge overview of current thinking on learning to learn research, policy, and implementation in both formal and informal learning environments. But what learning to learn is exactly, and what its constituting elements are, are much debated issues. These seem to be the crucial questions if assessment and development of this 'malleable side of intelligence' are to be accomplished. The approach of this volume is to consider a broad conception of learning to learn, not confined to only study strategies or metacognition, yet acknowledging the importance of such elements. The book sets out to answer five main questions: What is learning to learn? What are its functions and how do we assess it? What does it promise to the individual and society at large? How is it conceived in national curricula internationally? How can it be developed in a variety of contexts? The text is organized into two parts: the first addresses the core question of the nature of learning to learn from a theoretical and policy viewpoint, and the second presents recent research carried out in several educational systems, with special attention to assessment and curriculum. It gives an account of pedagogical practices of learning to learn and its role in individual empowerment from childhood to adulthood. Contributors also highlight the potential use of learning to learn as an organizing concept for lifelong learning, school improvement, and teacher training along with potential conflicts with existing incentive practices and policies. This book is a vital starting point and guide for any advanced student or researcher looking to understand this important area of research.

Science Education in Theory and Practice

Author: Ben Akpan

Publisher: Springer Nature

Published: 2020-09-08

Total Pages: 517

ISBN-13: 3030436209

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This book provides a collection of applicable learning theories and their applications to science teaching. It presents a synthesis of historical theories while also providing practical implications for improvement of pedagogical practices aimed at advancing the field into the future. The theoretical viewpoints included in this volume span cognitive and social human development, address theories of learning, and describe approaches to teaching and curriculum development. The book presents and discusses humanistic, behaviourist, cognitivist, and constructivist theories. In addition, it looks at other theories, such as multiple intelligences theory, systems thinking, gender/sexuality theory and indigenous knowledge systems. Each chapter follows a reader-motivated approach anchored on a narrative genre. The book serves as a guide for those aiming to create optional learning experiences to prepare the next generation STEM workforce. Chapter “The Bildung Theory—From von Humboldt to Klafki and Beyond” is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com

Book Synopsis Science Education in Theory and Practice by : Ben Akpan

Download or read book Science Education in Theory and Practice written by Ben Akpan and published by Springer Nature. This book was released on 2020-09-08 with total page 517 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a collection of applicable learning theories and their applications to science teaching. It presents a synthesis of historical theories while also providing practical implications for improvement of pedagogical practices aimed at advancing the field into the future. The theoretical viewpoints included in this volume span cognitive and social human development, address theories of learning, and describe approaches to teaching and curriculum development. The book presents and discusses humanistic, behaviourist, cognitivist, and constructivist theories. In addition, it looks at other theories, such as multiple intelligences theory, systems thinking, gender/sexuality theory and indigenous knowledge systems. Each chapter follows a reader-motivated approach anchored on a narrative genre. The book serves as a guide for those aiming to create optional learning experiences to prepare the next generation STEM workforce. Chapter “The Bildung Theory—From von Humboldt to Klafki and Beyond” is available open access under a Creative Commons Attribution 4.0 International License via link.springer.com