The Informational Complexity Of Learning

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The Informational Complexity of Learning

Author : Partha Niyogi
Publisher : Springer Science & Business Media
ISBN 13 : 1461554594
Total Pages : 240 pages
Book Rating : 4.4/5 (615 download)

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Book Synopsis The Informational Complexity of Learning by : Partha Niyogi

Download or read book The Informational Complexity of Learning written by Partha Niyogi and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: Among other topics, The Informational Complexity of Learning: Perspectives on Neural Networks and Generative Grammar brings together two important but very different learning problems within the same analytical framework. The first concerns the problem of learning functional mappings using neural networks, followed by learning natural language grammars in the principles and parameters tradition of Chomsky. These two learning problems are seemingly very different. Neural networks are real-valued, infinite-dimensional, continuous mappings. On the other hand, grammars are boolean-valued, finite-dimensional, discrete (symbolic) mappings. Furthermore the research communities that work in the two areas almost never overlap. The book's objective is to bridge this gap. It uses the formal techniques developed in statistical learning theory and theoretical computer science over the last decade to analyze both kinds of learning problems. By asking the same question - how much information does it take to learn? - of both problems, it highlights their similarities and differences. Specific results include model selection in neural networks, active learning, language learning and evolutionary models of language change. The Informational Complexity of Learning: Perspectives on Neural Networks and Generative Grammar is a very interdisciplinary work. Anyone interested in the interaction of computer science and cognitive science should enjoy the book. Researchers in artificial intelligence, neural networks, linguistics, theoretical computer science, and statistics will find it particularly relevant.

Unpacking Complexity in Informational Texts

Author : Sunday Cummins
Publisher : Guilford Publications
ISBN 13 : 1462518508
Total Pages : 161 pages
Book Rating : 4.4/5 (625 download)

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Book Synopsis Unpacking Complexity in Informational Texts by : Sunday Cummins

Download or read book Unpacking Complexity in Informational Texts written by Sunday Cummins and published by Guilford Publications. This book was released on 2014-11-12 with total page 161 pages. Available in PDF, EPUB and Kindle. Book excerpt: To acquire content knowledge through reading, students must understand the complex components and diverse purposes of informational texts, as emphasized in the Common Core State Standards (CCSS). This practical book illuminates the ways in which a text?s purpose, structure, details, connective language, and construction of themes combine to create meaning. Classroom-tested instructional recommendations and "kid-friendly" explanations guide teachers in helping students to identify and understand the role of these elements in different types of informational texts. Numerous student work samples, excerpts from exemplary books and articles, and a Study Guide with discussion questions and activities for professional learning add to the book?s utility. ÿ

Neural Network Design and the Complexity of Learning

Author : J. Stephen Judd
Publisher : MIT Press
ISBN 13 : 9780262100458
Total Pages : 188 pages
Book Rating : 4.1/5 (4 download)

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Book Synopsis Neural Network Design and the Complexity of Learning by : J. Stephen Judd

Download or read book Neural Network Design and the Complexity of Learning written by J. Stephen Judd and published by MIT Press. This book was released on 1990 with total page 188 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using the tools of complexity theory, Stephen Judd develops a formal description of associative learning in connectionist networks. He rigorously exposes the computational difficulties in training neural networks and explores how certain design principles will or will not make the problems easier.Judd looks beyond the scope of any one particular learning rule, at a level above the details of neurons. There he finds new issues that arise when great numbers of neurons are employed and he offers fresh insights into design principles that could guide the construction of artificial and biological neural networks.The first part of the book describes the motivations and goals of the study and relates them to current scientific theory. It provides an overview of the major ideas, formulates the general learning problem with an eye to the computational complexity of the task, reviews current theory on learning, relates the book's model of learning to other models outside the connectionist paradigm, and sets out to examine scale-up issues in connectionist learning.Later chapters prove the intractability of the general case of memorizing in networks, elaborate on implications of this intractability and point out several corollaries applying to various special subcases. Judd refines the distinctive characteristics of the difficulties with families of shallow networks, addresses concerns about the ability of neural networks to generalize, and summarizes the results, implications, and possible extensions of the work. Neural Network Design and the Complexity of Learning is included in the Network Modeling and Connectionism series edited by Jeffrey Elman.

An Introduction to Kolmogorov Complexity and Its Applications

Author : Ming Li
Publisher : Springer Science & Business Media
ISBN 13 : 1475726066
Total Pages : 655 pages
Book Rating : 4.4/5 (757 download)

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Book Synopsis An Introduction to Kolmogorov Complexity and Its Applications by : Ming Li

Download or read book An Introduction to Kolmogorov Complexity and Its Applications written by Ming Li and published by Springer Science & Business Media. This book was released on 2013-03-09 with total page 655 pages. Available in PDF, EPUB and Kindle. Book excerpt: Briefly, we review the basic elements of computability theory and prob ability theory that are required. Finally, in order to place the subject in the appropriate historical and conceptual context we trace the main roots of Kolmogorov complexity. This way the stage is set for Chapters 2 and 3, where we introduce the notion of optimal effective descriptions of objects. The length of such a description (or the number of bits of information in it) is its Kolmogorov complexity. We treat all aspects of the elementary mathematical theory of Kolmogorov complexity. This body of knowledge may be called algo rithmic complexity theory. The theory of Martin-Lof tests for random ness of finite objects and infinite sequences is inextricably intertwined with the theory of Kolmogorov complexity and is completely treated. We also investigate the statistical properties of finite strings with high Kolmogorov complexity. Both of these topics are eminently useful in the applications part of the book. We also investigate the recursion theoretic properties of Kolmogorov complexity (relations with Godel's incompleteness result), and the Kolmogorov complexity version of infor mation theory, which we may call "algorithmic information theory" or "absolute information theory. " The treatment of algorithmic probability theory in Chapter 4 presup poses Sections 1. 6, 1. 11. 2, and Chapter 3 (at least Sections 3. 1 through 3. 4).

Complexity and Education

Author : Brent Davis
Publisher : Routledge
ISBN 13 : 1134815786
Total Pages : 215 pages
Book Rating : 4.1/5 (348 download)

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Book Synopsis Complexity and Education by : Brent Davis

Download or read book Complexity and Education written by Brent Davis and published by Routledge. This book was released on 2014-06-03 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the contributions, actual and potential, of complexity thinking to educational research and practice. While its focus is on the theoretical premises and the methodology, not specific applications, the aim is pragmatic--to present complexity thinking as an important and appropriate attitude for educators and educational researchers. Part I is concerned with global issues around complexity thinking, as read through an educational lens. Part II cites a diversity of practices and studies that are either explicitly informed by or that might be aligned with complexity research, and offers focused and practiced advice for structuring projects in ways that are consistent with complexity thinking. Complexity thinking offers a powerful alternative to the linear, reductionist approaches to inquiry that have dominated the sciences for hundreds of years and educational research for more than a century. It has captured the attention of many researchers whose studies reach across traditional disciplinary boundaries to investigate phenomena such as: How does the brain work? What is consciousness? What is intelligence? What is the role of emergent technologies in shaping personalities and possibilities? How do social collectives work? What is knowledge? Complexity research posits that a deep similarity among these phenomena is that each points toward some sort of system that learns. The authors’ intent is not to offer a complete account of the relevance of complexity thinking to education, not to prescribe and delimit, but to challenge readers to examine their own assumptions and theoretical commitments--whether anchored by commonsense, classical thought or any of the posts (such as postmodernism, poststructuralism, postcolonialism, postpositivism, postformalism, postepistemology) that mark the edges of current discursive possibility. Complexity and Education is THE introduction to the emerging field of complexity thinking for the education community. It is specifically relevant for educational researchers, graduate students, and inquiry-oriented teacher practitioners.

Information and Complexity in Statistical Modeling

Author : Jorma Rissanen
Publisher : Springer Science & Business Media
ISBN 13 : 0387688129
Total Pages : 145 pages
Book Rating : 4.3/5 (876 download)

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Book Synopsis Information and Complexity in Statistical Modeling by : Jorma Rissanen

Download or read book Information and Complexity in Statistical Modeling written by Jorma Rissanen and published by Springer Science & Business Media. This book was released on 2007-12-15 with total page 145 pages. Available in PDF, EPUB and Kindle. Book excerpt: No statistical model is "true" or "false," "right" or "wrong"; the models just have varying performance, which can be assessed. The main theme in this book is to teach modeling based on the principle that the objective is to extract the information from data that can be learned with suggested classes of probability models. The intuitive and fundamental concepts of complexity, learnable information, and noise are formalized, which provides a firm information theoretic foundation for statistical modeling. Although the prerequisites include only basic probability calculus and statistics, a moderate level of mathematical proficiency would be beneficial.

Analyzing Discourse and Text Complexity for Learning and Collaborating

Author : Mihai Dascălu
Publisher : Springer
ISBN 13 : 3319034197
Total Pages : 279 pages
Book Rating : 4.3/5 (19 download)

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Book Synopsis Analyzing Discourse and Text Complexity for Learning and Collaborating by : Mihai Dascălu

Download or read book Analyzing Discourse and Text Complexity for Learning and Collaborating written by Mihai Dascălu and published by Springer. This book was released on 2013-11-26 with total page 279 pages. Available in PDF, EPUB and Kindle. Book excerpt: With the advent and increasing popularity of Computer Supported Collaborative Learning (CSCL) and e-learning technologies, the need of automatic assessment and of teacher/tutor support for the two tightly intertwined activities of comprehension of reading materials and of collaboration among peers has grown significantly. In this context, a polyphonic model of discourse derived from Bakhtin’s work as a paradigm is used for analyzing both general texts and CSCL conversations in a unique framework focused on different facets of textual cohesion. As specificity of our analysis, the individual learning perspective is focused on the identification of reading strategies and on providing a multi-dimensional textual complexity model, whereas the collaborative learning dimension is centered on the evaluation of participants’ involvement, as well as on collaboration assessment. Our approach based on advanced Natural Language Processing techniques provides a qualitative estimation of the learning process and enhances understanding as a “mediator of learning” by providing automated feedback to both learners and teachers or tutors. The main benefits are its flexibility, extensibility and nevertheless specificity for covering multiple stages, starting from reading classroom materials, to discussing on specific topics in a collaborative manner and finishing the feedback loop by verbalizing metacognitive thoughts.

School Leadership and Complexity Theory

Author : Keith Morrison
Publisher : Routledge
ISBN 13 : 1135140537
Total Pages : 230 pages
Book Rating : 4.1/5 (351 download)

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Book Synopsis School Leadership and Complexity Theory by : Keith Morrison

Download or read book School Leadership and Complexity Theory written by Keith Morrison and published by Routledge. This book was released on 2012-12-06 with total page 230 pages. Available in PDF, EPUB and Kindle. Book excerpt: Interest in complexity theory, a relation of chaos theory, has become well established in the business community in recent years. Complexity theory argues that systems are complex interactions of many parts which cannot be predicted by accepted linear equations. In this book, Keith Morrison introduces complexity theory to the world of education, drawing out its implications for school leadership. He suggests that schools are complex, nonlinear and unpredictable systems, and that this impacts significantly within them. As schools race to keep up with change and innovation, he suggests that it is possible to find order without control and to lead without coercion. Key areas: * schools and self-organisation * leadership for self-organisation * supporting emergence through the learning organisation * schools and their environments * communication * fitness landscapes This book will be of interest to headteachers and middle managers, and those on higher level courses in educational leadership and management.

Knowledge Management, Organizational Intelligence And Learning, And Complexity - Volume III

Author : L. Douglas Kiel
Publisher : EOLSS Publications
ISBN 13 : 1905839138
Total Pages : pages
Book Rating : 4.9/5 (58 download)

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Book Synopsis Knowledge Management, Organizational Intelligence And Learning, And Complexity - Volume III by : L. Douglas Kiel

Download or read book Knowledge Management, Organizational Intelligence And Learning, And Complexity - Volume III written by L. Douglas Kiel and published by EOLSS Publications. This book was released on 2009-08-25 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Knowledge Management, Organizational Intelligence and Learning, and Complexity is the component of Encyclopedia of Technology, Information, and Systems Management Resources in the global Encyclopedia of Life Support Systems (EOLSS), which is an integrated compendium of twenty one Encyclopedias. The Theme on Knowledge Management, Organizational Intelligence and Learning, and Complexity in the Encyclopedia of Technology, Information, and Systems Management Resources provides the latest scientific insights into the evolution of complexity in both the natural and social realms. Emerging perspectives from the fields of knowledge management, computer-based simulation and the organizational sciences are presented as tools for understanding and supporting this evolving complexity and the earth's life support systems. These three volumes are aimed at the following a wide spectrum of audiences from the merely curious to those seeking in-depth knowledge: University and College students Educators, Professional practitioners, Research personnel and Policy analysts, managers, and decision makers and NGOs.

Information And Complexity

Author : Burgin Mark
Publisher : World Scientific
ISBN 13 : 9813109041
Total Pages : 412 pages
Book Rating : 4.8/5 (131 download)

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Book Synopsis Information And Complexity by : Burgin Mark

Download or read book Information And Complexity written by Burgin Mark and published by World Scientific. This book was released on 2016-11-28 with total page 412 pages. Available in PDF, EPUB and Kindle. Book excerpt: The book is a collection of papers of experts in the fields of information and complexity. Information is a basic structure of the world, while complexity is a fundamental property of systems and processes. There are intrinsic relations between information and complexity. The research in information theory, the theory of complexity and their interrelations is very active. The book will expand knowledge on information, complexity and their relations representing the most recent and advanced studies and achievements in this area. The goal of the book is to present the topic from different perspectives — mathematical, informational, philosophical, methodological, etc.

Handling Complexity in Learning Environments

Author : Jan Elen
Publisher : Emerald Group Publishing
ISBN 13 : 0080449867
Total Pages : 329 pages
Book Rating : 4.0/5 (84 download)

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Book Synopsis Handling Complexity in Learning Environments by : Jan Elen

Download or read book Handling Complexity in Learning Environments written by Jan Elen and published by Emerald Group Publishing. This book was released on 2006-06-01 with total page 329 pages. Available in PDF, EPUB and Kindle. Book excerpt: Offers an analysis of complexity in learning environments from a cognitive perspective. This book makes specific suggestions for educational practice on complexity. It discusses theoretical accounts and empirical findings about learning, the learner, and learning environments.

Complexity Theory and the Politics of Education

Author :
Publisher : BRILL
ISBN 13 : 9460912400
Total Pages : 179 pages
Book Rating : 4.4/5 (69 download)

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Book Synopsis Complexity Theory and the Politics of Education by :

Download or read book Complexity Theory and the Politics of Education written by and published by BRILL. This book was released on 2010-01-01 with total page 179 pages. Available in PDF, EPUB and Kindle. Book excerpt: Complexity theory has become a major influence in discussions about the theory and practice of education. This book focuses on a question which so far has received relatively little attention in such discussions, which is the question of the politics of complexity.

Complexity in Education

Author : Cok Bakker
Publisher : Springer
ISBN 13 : 9463007644
Total Pages : 298 pages
Book Rating : 4.4/5 (63 download)

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Book Synopsis Complexity in Education by : Cok Bakker

Download or read book Complexity in Education written by Cok Bakker and published by Springer. This book was released on 2017-01-12 with total page 298 pages. Available in PDF, EPUB and Kindle. Book excerpt: "This volume, the result of four years of work performed by the combined research groups of Utrecht University (Faculty of Humanities) and the HU Utrecht University of Applied Sciences (Faculty of Education), focuses on the central theme of ‘Normative Professionalization’. Drawing on a wide variety of scholars including Hannah Arendt, Gert Biesta, Harry Kunneman, Donald Schön and Chris Argyris, and engaging with professionalism, ethics, virtue and morality, this book builds the argument that learning to deal with complexity supports not only education but the personal development of teachers and the improvement of society and democracy as well. This volume presents research on a broad range of topics such as worldview education, co-teaching, moral authorship, traditional-reform perspectives on education, the discourse on citizenship, teacher education, and the question how to link religion and education. The research chapters explain the theoretical lenses and methodological approaches which have been employed to get a grip on complexity. The results have been interpreted in light of the concepts of horror complexitatis, amor complexitatis and dolor complexitatis. Guided by detailed research accounts of worldview descriptions provided by students and teachers, this framework has been enriched with the notion of a passio complexitatis. In the concluding chapters, the book advocates for an improved balance between the normative and instrumental professionalization of teachers, in order to create space for the improvement of pedagogical relations and processes and to reintroduce the moral dimensions of education. The claim throughout this book is that allowing for complexity in education – even going so far as to embrace it – is vital for the improvement of education, and a prerequisite for more authentic relationships (on the micro level) and the maintenance of a well-functioning democracy and a balanced society (on the macro level). This book is of interest to researchers and educators who are interested in normative professionalization, to qualitative and practice oriented researchers, to teachers and managers in primary, secondary and professional education, and to the wider public which is concerned with the significance of education for the development of a stable and sustainable society."

Text Complexity

Author : Douglas Fisher
Publisher : Corwin Press
ISBN 13 : 150634397X
Total Pages : 217 pages
Book Rating : 4.5/5 (63 download)

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Book Synopsis Text Complexity by : Douglas Fisher

Download or read book Text Complexity written by Douglas Fisher and published by Corwin Press. This book was released on 2016-01-28 with total page 217 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is a big difference between assigning complex texts and teaching complex texts No matter what discipline you teach, learn how to use complexity as a dynamic, powerful tool for sliding the right text in front of your students’ at just the right time. Updates to this new edition include How-to’s for measuring countable features of any written work A rubric for analyzing the complexity of both literary and informational texts Classroom scenarios that show the difference between a healthy struggle and frustration The authors’ latest thinking on teacher modeling, close reading, scaffolded small group reading, and independent reading

Complexity and Information

Author : J. F. Traub
Publisher : Cambridge University Press
ISBN 13 : 9780521485067
Total Pages : 152 pages
Book Rating : 4.4/5 (85 download)

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Book Synopsis Complexity and Information by : J. F. Traub

Download or read book Complexity and Information written by J. F. Traub and published by Cambridge University Press. This book was released on 1998-12-10 with total page 152 pages. Available in PDF, EPUB and Kindle. Book excerpt: The twin themes of computational complexity and information pervade this 1998 book. It starts with an introduction to the computational complexity of continuous mathematical models, that is, information-based complexity. This is then used to illustrate a variety of topics, including breaking the curse of dimensionality, complexity of path integration, solvability of ill-posed problems, the value of information in computation, assigning values to mathematical hypotheses, and new, improved methods for mathematical finance. The style is informal, and the goals are exposition, insight and motivation. A comprehensive bibliography is provided, to which readers are referred for precise statements of results and their proofs. As the first introductory book on the subject it will be invaluable as a guide to the area for the many students and researchers whose disciplines, ranging from physics to finance, are influenced by the computational complexity of continuous problems.

Media and Information Literacy in Higher Education

Author : Dianne Oberg
Publisher : Chandos Publishing
ISBN 13 : 0081006314
Total Pages : 176 pages
Book Rating : 4.0/5 (81 download)

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Book Synopsis Media and Information Literacy in Higher Education by : Dianne Oberg

Download or read book Media and Information Literacy in Higher Education written by Dianne Oberg and published by Chandos Publishing. This book was released on 2016-11-18 with total page 176 pages. Available in PDF, EPUB and Kindle. Book excerpt: Media and Information Literacy in Higher Education: Educating the Educators is written for librarians and educators working in universities and university colleges, providing them with the information they need to teach media and information literacy to students at levels ranging from bachelor to doctoral studies. In order to do so, they need to be familiar with students’ strengths and weaknesses regarding MIL. This book investigates what university and college students need to know about searching for, and evaluating, information, and how teaching and learning can be planned and carried out to improve MIL skills. The discussions focus on the use of process-based inquiry approaches for developing media and information literacy competence, involving students in active learning and open-ended investigations and emphasizing their personal learning process. It embraces face-to-face teaching, and newer forms of online education. Examines the intersecting roles of academic librarians, teacher educators, and library educators in preparing library students and teacher education students to use the library Brings new perspectives from both teacher educator and library educator, and draws connections between higher and secondary education (K12) Draws on a number of competences, skills, knowledge, experiences, and reflections from a variety of perspectives, and focuses on libraries as efficient tools in all kinds of education and learning activities Written by an international group of authors with firsthand experience of teaching MIL Looks at how libraries can contribute to the promotion of civic literacy within higher education institutions and in society more widely

Applied Chaos and Complexity Theory in Education

Author : Erçetin, ?efika ?ule
Publisher : IGI Global
ISBN 13 : 1522504613
Total Pages : 299 pages
Book Rating : 4.5/5 (225 download)

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Book Synopsis Applied Chaos and Complexity Theory in Education by : Erçetin, ?efika ?ule

Download or read book Applied Chaos and Complexity Theory in Education written by Erçetin, ?efika ?ule and published by IGI Global. This book was released on 2016-05-23 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: As a field of mathematical study, chaos and complexity theory analyzes the state of dynamical systems by evaluating how they interact, evolve, and adapt. Though this theory impacts a variety of disciplines, it also has significant influence on educational systems and settings. Applied Chaos and Complexity Theory in Education examines the application of the theories of chaos and complexity in relation to educational systems and institutions. Featuring emergent research and perspectives on mathematical patterns in educational settings and instructional practices, this book is a comprehensive reference source for researchers, scholars, mathematicians, and graduate students.