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Real-World Reasoning: Toward Scalable, Uncertain Spatiotemporal, Contextual and Causal Inference

Author: Ben Goertzel

Publisher: Springer Science & Business Media

Published: 2011-12-02

Total Pages: 269

ISBN-13: 9491216112

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The general problem addressed in this book is a large and important one: how to usefully deal with huge storehouses of complex information about real-world situations. Every one of the major modes of interacting with such storehouses – querying, data mining, data analysis – is addressed by current technologies only in very limited and unsatisfactory ways. The impact of a solution to this problem would be huge and pervasive, as the domains of human pursuit to which such storehouses are acutely relevant is numerous and rapidly growing. Finally, we give a more detailed treatment of one potential solution with this class, based on our prior work with the Probabilistic Logic Networks (PLN) formalism. We show how PLN can be used to carry out realworld reasoning, by means of a number of practical examples of reasoning regarding human activities inreal-world situations.

Book Synopsis Real-World Reasoning: Toward Scalable, Uncertain Spatiotemporal, Contextual and Causal Inference by : Ben Goertzel

Download or read book Real-World Reasoning: Toward Scalable, Uncertain Spatiotemporal, Contextual and Causal Inference written by Ben Goertzel and published by Springer Science & Business Media. This book was released on 2011-12-02 with total page 269 pages. Available in PDF, EPUB and Kindle. Book excerpt: The general problem addressed in this book is a large and important one: how to usefully deal with huge storehouses of complex information about real-world situations. Every one of the major modes of interacting with such storehouses – querying, data mining, data analysis – is addressed by current technologies only in very limited and unsatisfactory ways. The impact of a solution to this problem would be huge and pervasive, as the domains of human pursuit to which such storehouses are acutely relevant is numerous and rapidly growing. Finally, we give a more detailed treatment of one potential solution with this class, based on our prior work with the Probabilistic Logic Networks (PLN) formalism. We show how PLN can be used to carry out realworld reasoning, by means of a number of practical examples of reasoning regarding human activities inreal-world situations.

Adaptive Reasoning for Real-world Problems

Author: Roy Turner

Publisher: Psychology Press

Published: 2013-05-13

Total Pages: 265

ISBN-13: 1134776306

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This book describes a method for building real-world problem solving systems such as medical diagnostic procedures and intelligent controllers for autonomous underwater vehicles (AUVs) and other robots. The approach taken is different from other work reported in the artificial intelligence literature in several respects: * It defines schema-based reasoning, in which schemas -- explicitly declared packets of related knowledge -- are used to control not only the reasoner's planning, but also all other facets of its behavior. * It is a kind of reactive reasoning that the author calls adaptive problem solving -- the reasoner maintains commitments to future goals but is able to change its focus of attention as the problem-solving situation requires. * It is a context-sensitive reasoning method. Every decision it makes relies on the use of contextual knowledge to be appropriate for the current problem-solving situation. Furthermore, context is represented explicitly; by always keeping a current representation of the context in mind, the reasoner's behavior is automatically sensitive to the context with very little work needed per decision. * Schema-based reasoning -- a generalization of case-based reasoning -- extends the usual idea of case-based reasoning to encompass all aspects of the reasoner's behavior, and it extends it to make use of generalized "cases" (i.e., schemas) rather than particular cases, thus saving effort needed to transfer knowledge from an old case to a new situation. Though the work originated in the domain of medical diagnostic problem solving, treating diagnosis as a planning task, it is even more appropriate for controlling autonomous systems. The author is currently extending the approach by creating a robust controller for long-range autonomous underwater vehicles that will be used to carry out ocean science missions.

Book Synopsis Adaptive Reasoning for Real-world Problems by : Roy Turner

Download or read book Adaptive Reasoning for Real-world Problems written by Roy Turner and published by Psychology Press. This book was released on 2013-05-13 with total page 265 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book describes a method for building real-world problem solving systems such as medical diagnostic procedures and intelligent controllers for autonomous underwater vehicles (AUVs) and other robots. The approach taken is different from other work reported in the artificial intelligence literature in several respects: * It defines schema-based reasoning, in which schemas -- explicitly declared packets of related knowledge -- are used to control not only the reasoner's planning, but also all other facets of its behavior. * It is a kind of reactive reasoning that the author calls adaptive problem solving -- the reasoner maintains commitments to future goals but is able to change its focus of attention as the problem-solving situation requires. * It is a context-sensitive reasoning method. Every decision it makes relies on the use of contextual knowledge to be appropriate for the current problem-solving situation. Furthermore, context is represented explicitly; by always keeping a current representation of the context in mind, the reasoner's behavior is automatically sensitive to the context with very little work needed per decision. * Schema-based reasoning -- a generalization of case-based reasoning -- extends the usual idea of case-based reasoning to encompass all aspects of the reasoner's behavior, and it extends it to make use of generalized "cases" (i.e., schemas) rather than particular cases, thus saving effort needed to transfer knowledge from an old case to a new situation. Though the work originated in the domain of medical diagnostic problem solving, treating diagnosis as a planning task, it is even more appropriate for controlling autonomous systems. The author is currently extending the approach by creating a robust controller for long-range autonomous underwater vehicles that will be used to carry out ocean science missions.

Real-World Reasoning

Author:

Publisher:

Published: 2011-12-03

Total Pages: 280

ISBN-13: 9789491216121

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Book Synopsis Real-World Reasoning by :

Download or read book Real-World Reasoning written by and published by . This book was released on 2011-12-03 with total page 280 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Reason in the Real World

Author: Stephen Duffin

Publisher:

Published: 2005

Total Pages: 154

ISBN-13: 9781877399091

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REASON IN THE REAL WORLD is a short and practical introduction to reasoning and logic. It is aimed at high school and university students, but is suitable for anyone who wants to improve their skills in critical thinking and argument evaluation.

Book Synopsis Reason in the Real World by : Stephen Duffin

Download or read book Reason in the Real World written by Stephen Duffin and published by . This book was released on 2005 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: REASON IN THE REAL WORLD is a short and practical introduction to reasoning and logic. It is aimed at high school and university students, but is suitable for anyone who wants to improve their skills in critical thinking and argument evaluation.

The Art of Logic in an Illogical World

Author: Eugenia Cheng

Publisher: Basic Books

Published: 2018-09-11

Total Pages: 321

ISBN-13: 154167250X

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How both logical and emotional reasoning can help us live better in our post-truth world In a world where fake news stories change election outcomes, has rationality become futile? In The Art of Logic in an Illogical World, Eugenia Cheng throws a lifeline to readers drowning in the illogic of contemporary life. Cheng is a mathematician, so she knows how to make an airtight argument. But even for her, logic sometimes falls prey to emotion, which is why she still fears flying and eats more cookies than she should. If a mathematician can't be logical, what are we to do? In this book, Cheng reveals the inner workings and limitations of logic, and explains why alogic -- for example, emotion -- is vital to how we think and communicate. Cheng shows us how to use logic and alogic together to navigate a world awash in bigotry, mansplaining, and manipulative memes. Insightful, useful, and funny, this essential book is for anyone who wants to think more clearly.

Book Synopsis The Art of Logic in an Illogical World by : Eugenia Cheng

Download or read book The Art of Logic in an Illogical World written by Eugenia Cheng and published by Basic Books. This book was released on 2018-09-11 with total page 321 pages. Available in PDF, EPUB and Kindle. Book excerpt: How both logical and emotional reasoning can help us live better in our post-truth world In a world where fake news stories change election outcomes, has rationality become futile? In The Art of Logic in an Illogical World, Eugenia Cheng throws a lifeline to readers drowning in the illogic of contemporary life. Cheng is a mathematician, so she knows how to make an airtight argument. But even for her, logic sometimes falls prey to emotion, which is why she still fears flying and eats more cookies than she should. If a mathematician can't be logical, what are we to do? In this book, Cheng reveals the inner workings and limitations of logic, and explains why alogic -- for example, emotion -- is vital to how we think and communicate. Cheng shows us how to use logic and alogic together to navigate a world awash in bigotry, mansplaining, and manipulative memes. Insightful, useful, and funny, this essential book is for anyone who wants to think more clearly.

Model-Based Reasoning in Scientific Discovery

Author: L. Magnani

Publisher: Springer Science & Business Media

Published: 2012-12-06

Total Pages: 339

ISBN-13: 1461548136

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The volume is based on the papers that were presented at the Interna tional Conference Model-Based Reasoning in Scientific Discovery (MBR'98), held at the Collegio Ghislieri, University of Pavia, Pavia, Italy, in December 1998. The papers explore how scientific thinking uses models and explanatory reasoning to produce creative changes in theories and concepts. The study of diagnostic, visual, spatial, analogical, and temporal rea soning has demonstrated that there are many ways of performing intelligent and creative reasoning that cannot be described with the help only of tradi tional notions of reasoning such as classical logic. Traditional accounts of scientific reasoning have restricted the notion of reasoning primarily to de ductive and inductive arguments. Understanding the contribution of model ing practices to discovery and conceptual change in science requires ex panding scientific reasoning to include complex forms of creative reasoning that are not always successful and can lead to incorrect solutions. The study of these heuristic ways of reasoning is situated at the crossroads of philoso phy, artificial intelligence, cognitive psychology, and logic; that is, at the heart of cognitive science. There are several key ingredients common to the various forms of model based reasoning to be considered in this book. The models are intended as in terpretations of target physical systems, processes, phenomena, or situations. The models are retrieved or constructed on the basis of potentially satisfying salient constraints of the target domain.

Book Synopsis Model-Based Reasoning in Scientific Discovery by : L. Magnani

Download or read book Model-Based Reasoning in Scientific Discovery written by L. Magnani and published by Springer Science & Business Media. This book was released on 2012-12-06 with total page 339 pages. Available in PDF, EPUB and Kindle. Book excerpt: The volume is based on the papers that were presented at the Interna tional Conference Model-Based Reasoning in Scientific Discovery (MBR'98), held at the Collegio Ghislieri, University of Pavia, Pavia, Italy, in December 1998. The papers explore how scientific thinking uses models and explanatory reasoning to produce creative changes in theories and concepts. The study of diagnostic, visual, spatial, analogical, and temporal rea soning has demonstrated that there are many ways of performing intelligent and creative reasoning that cannot be described with the help only of tradi tional notions of reasoning such as classical logic. Traditional accounts of scientific reasoning have restricted the notion of reasoning primarily to de ductive and inductive arguments. Understanding the contribution of model ing practices to discovery and conceptual change in science requires ex panding scientific reasoning to include complex forms of creative reasoning that are not always successful and can lead to incorrect solutions. The study of these heuristic ways of reasoning is situated at the crossroads of philoso phy, artificial intelligence, cognitive psychology, and logic; that is, at the heart of cognitive science. There are several key ingredients common to the various forms of model based reasoning to be considered in this book. The models are intended as in terpretations of target physical systems, processes, phenomena, or situations. The models are retrieved or constructed on the basis of potentially satisfying salient constraints of the target domain.

The Nature of Insight

Author: Robert J. Sternberg

Publisher: Bradford Books

Published: 1996

Total Pages: 618

ISBN-13: 9780262691871

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The Nature of Insight brings together diverse perspectives, including recent theories and discoveries, to examine the nature and origins of insightful thinking, as well as the history of theory and research on the topic and the methods used to study it. There are chapters by the leading experts in this field, including Mihaly Csikszentmihalyi, Ronald Finke, Howard Gruber, Marcel Just, David Meyer, David Perkins, Dean Simonton, and Robert Weisberg, among others. The Nature of Insight is divided into five main parts. Following an introduction that reviews the history and methods of the field, part II looks at how people solve challenging puzzles whose answers cannot be obtained through ordinary means. Part III focuses on how people come up with ideas for new inventions, while part IV explores the thinking of some of the most insightful people in the history of civilization. Part V considers metaphors such as evolution and investment as bases for understanding insight. An epilogue integrates all these approaches. Contributors: R.E. Mayer, R.L. Dominowski and P. Dallob. C.M. Seifert, D.E. Meyer, N. Davidson, A.J. Patalano, and I. Yaniv. J.E. Davidson. R.W. Weisberg. M.L. Gick and R.S. Lockhart. S.M. Smith. R.A. Finke. M.I. Isaak and M.A. Just. M. Csikszentmihalyi and K. Sawyer. K. Dunbar. H.E. Gruber. M.F. Ippolito and R.D. Tweney. D.K. Simonton. D.N. Perkins. R.J. Sternberg and T.I. Lubart. A Bradford Book

Book Synopsis The Nature of Insight by : Robert J. Sternberg

Download or read book The Nature of Insight written by Robert J. Sternberg and published by Bradford Books. This book was released on 1996 with total page 618 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Nature of Insight brings together diverse perspectives, including recent theories and discoveries, to examine the nature and origins of insightful thinking, as well as the history of theory and research on the topic and the methods used to study it. There are chapters by the leading experts in this field, including Mihaly Csikszentmihalyi, Ronald Finke, Howard Gruber, Marcel Just, David Meyer, David Perkins, Dean Simonton, and Robert Weisberg, among others. The Nature of Insight is divided into five main parts. Following an introduction that reviews the history and methods of the field, part II looks at how people solve challenging puzzles whose answers cannot be obtained through ordinary means. Part III focuses on how people come up with ideas for new inventions, while part IV explores the thinking of some of the most insightful people in the history of civilization. Part V considers metaphors such as evolution and investment as bases for understanding insight. An epilogue integrates all these approaches. Contributors: R.E. Mayer, R.L. Dominowski and P. Dallob. C.M. Seifert, D.E. Meyer, N. Davidson, A.J. Patalano, and I. Yaniv. J.E. Davidson. R.W. Weisberg. M.L. Gick and R.S. Lockhart. S.M. Smith. R.A. Finke. M.I. Isaak and M.A. Just. M. Csikszentmihalyi and K. Sawyer. K. Dunbar. H.E. Gruber. M.F. Ippolito and R.D. Tweney. D.K. Simonton. D.N. Perkins. R.J. Sternberg and T.I. Lubart. A Bradford Book

Handbook of Research on Technology Tools for Real-World Skill Development

Author: Rosen, Yigal

Publisher: IGI Global

Published: 2015-10-19

Total Pages: 824

ISBN-13: 1466694424

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Education is expanding to include a stronger focus on the practical application of classroom lessons in an effort to prepare the next generation of scholars for a changing world economy centered on collaborative and problem-solving skills for the digital age. The Handbook of Research on Technology Tools for Real-World Skill Development presents comprehensive research and discussions on the importance of practical education focused on digital literacy and the problem-solving skills necessary in everyday life. Featuring timely, research-based chapters exploring the broad scope of digital and computer-based learning strategies including, but not limited to, enhanced classroom experiences, assessment programs, and problem-solving training, this publication is an essential reference source for academicians, researchers, professionals, and policymakers interested in the practical application of technology-based learning for next-generation education.

Book Synopsis Handbook of Research on Technology Tools for Real-World Skill Development by : Rosen, Yigal

Download or read book Handbook of Research on Technology Tools for Real-World Skill Development written by Rosen, Yigal and published by IGI Global. This book was released on 2015-10-19 with total page 824 pages. Available in PDF, EPUB and Kindle. Book excerpt: Education is expanding to include a stronger focus on the practical application of classroom lessons in an effort to prepare the next generation of scholars for a changing world economy centered on collaborative and problem-solving skills for the digital age. The Handbook of Research on Technology Tools for Real-World Skill Development presents comprehensive research and discussions on the importance of practical education focused on digital literacy and the problem-solving skills necessary in everyday life. Featuring timely, research-based chapters exploring the broad scope of digital and computer-based learning strategies including, but not limited to, enhanced classroom experiences, assessment programs, and problem-solving training, this publication is an essential reference source for academicians, researchers, professionals, and policymakers interested in the practical application of technology-based learning for next-generation education.

Reasoning

Author: Daniel Krawczyk

Publisher: Academic Press

Published: 2017-11-13

Total Pages: 352

ISBN-13: 0128095768

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Reasoning: The Neuroscience of How We Think is a comprehensive guide to the core topics related to a thorough understanding of reasoning. It presents the current knowledge of the subject in a unified, complete manner, ranging from animal studies, to applied situations, and is the only book available that presents a sustained focus on the neurobiological processes behind reasoning throughout all chapters, while also synthesizing research from animal behavior, cognitive psychology, development, and philosophy for a truly multidisciplinary approach. The book considers historical perspectives, state-of-the-art research methods, and future directions in emerging technology and cognitive enhancement. Written by an expert in the field, this book provides a coherent and structured narrative appropriate for students in need of an introduction to the topic of reasoning as well as researchers seeking well-rounded foundational content. It is essential reading for neuroscientists, cognitive scientists, neuropsychologists and others interested in the neural mechanisms behind thinking, reasoning and higher cognition. Provides a comparative perspective considering animal cognition and its relevance to human reasoning Includes developmental and lifespan considerations throughout the book Discusses technological development and its role in reasoning, both currently and in the future Considers perspectives from not only neuroscience, but cognitive psychology, philosophy, development, and animal behavior for a multidisciplinary treatment Contains highlight boxes featuring additional details on methods, historical descriptions and experimental tasks

Book Synopsis Reasoning by : Daniel Krawczyk

Download or read book Reasoning written by Daniel Krawczyk and published by Academic Press. This book was released on 2017-11-13 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: Reasoning: The Neuroscience of How We Think is a comprehensive guide to the core topics related to a thorough understanding of reasoning. It presents the current knowledge of the subject in a unified, complete manner, ranging from animal studies, to applied situations, and is the only book available that presents a sustained focus on the neurobiological processes behind reasoning throughout all chapters, while also synthesizing research from animal behavior, cognitive psychology, development, and philosophy for a truly multidisciplinary approach. The book considers historical perspectives, state-of-the-art research methods, and future directions in emerging technology and cognitive enhancement. Written by an expert in the field, this book provides a coherent and structured narrative appropriate for students in need of an introduction to the topic of reasoning as well as researchers seeking well-rounded foundational content. It is essential reading for neuroscientists, cognitive scientists, neuropsychologists and others interested in the neural mechanisms behind thinking, reasoning and higher cognition. Provides a comparative perspective considering animal cognition and its relevance to human reasoning Includes developmental and lifespan considerations throughout the book Discusses technological development and its role in reasoning, both currently and in the future Considers perspectives from not only neuroscience, but cognitive psychology, philosophy, development, and animal behavior for a multidisciplinary treatment Contains highlight boxes featuring additional details on methods, historical descriptions and experimental tasks

Fuzzy Logic for Real World Design

Author: Ted Heske

Publisher:

Published: 1996

Total Pages: 456

ISBN-13:

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This comprehensive guide shows engineers how to use fuzzy logic tools for project design and development. It describes how to design, build, and fine-tune systems using a systematic approach to the fuzzy engineering process. Each is illustrated through in-depth, practical examples. The book provides a fuzzy kernel in C that can be compiled for a variety of microcontrollers.

Book Synopsis Fuzzy Logic for Real World Design by : Ted Heske

Download or read book Fuzzy Logic for Real World Design written by Ted Heske and published by . This book was released on 1996 with total page 456 pages. Available in PDF, EPUB and Kindle. Book excerpt: This comprehensive guide shows engineers how to use fuzzy logic tools for project design and development. It describes how to design, build, and fine-tune systems using a systematic approach to the fuzzy engineering process. Each is illustrated through in-depth, practical examples. The book provides a fuzzy kernel in C that can be compiled for a variety of microcontrollers.