Model-Based Reasoning in Scientific Discovery

Model-Based Reasoning in Scientific Discovery PDF Author: L. Magnani
Publisher: Springer Science & Business Media
ISBN: 1461548136
Category : Computers
Languages : en
Pages : 339

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Book Description
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.

Model-Based Reasoning in Scientific Discovery

Model-Based Reasoning in Scientific Discovery PDF Author: L. Magnani
Publisher: Springer Science & Business Media
ISBN: 1461548136
Category : Computers
Languages : en
Pages : 339

Get Book Here

Book Description
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.

Model-Based Reasoning

Model-Based Reasoning PDF Author: Lorenzo Magnani
Publisher: Springer Science & Business Media
ISBN: 9780306472442
Category : Computers
Languages : en
Pages : 432

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Book Description
There are several key ingredients common to the various forms of model-based reasoning considered in this book. The term ‘model’ comprises both internal and external representations. The models are intended as interpretations of target physical systems, processes, phenomena, or situations and are retrieved or constructed on the basis of potentially satisfying salient constraints of the target domain. The book’s contributors are researchers active in the area of creative reasoning in science and technology.

Model-Based Reasoning in Science and Technology

Model-Based Reasoning in Science and Technology PDF Author: Lorenzo Magnani
Publisher: Springer
ISBN: 3642152236
Category : Technology & Engineering
Languages : en
Pages : 664

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Book Description
Systematically presented to enhance the feasibility of fuzzy models, this book introduces the novel concept of a fuzzy network whose nodes are rule bases and their interconnections are interactions between rule bases in the form of outputs fed as inputs.

Model-Based Reasoning in Science and Technology

Model-Based Reasoning in Science and Technology PDF Author: Ángel Nepomuceno-Fernández
Publisher: Springer Nature
ISBN: 3030327221
Category : Philosophy
Languages : en
Pages : 510

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Book Description
This book discusses how scientific and other types of cognition make use of models, abduction, and explanatory reasoning in order to produce important and innovative changes in theories and concepts. Gathering revised contributions presented at the international conference on Model-Based Reasoning (MBR18), held on October 24–26 2018 in Seville, Spain, the book is divided into three main parts. The first focuses on models, reasoning, and representation. It highlights key theoretical concepts from an applied perspective, and addresses issues concerning information visualization, experimental methods, and design. The second part goes a step further, examining abduction, problem solving, and reasoning. The respective papers assess different types of reasoning, and discuss various concepts of inference and creativity and their relationship with experimental data. In turn, the third part reports on a number of epistemological and technological issues. By analyzing possible contradictions in modern research and describing representative case studies, this part is intended to foster new discussions and stimulate new ideas. All in all, the book provides researchers and graduate students in the fields of applied philosophy, epistemology, cognitive science, and artificial intelligence alike with an authoritative snapshot of the latest theories and applications of model-based reasoning.

Springer Handbook of Model-Based Science

Springer Handbook of Model-Based Science PDF Author: Lorenzo Magnani
Publisher: Springer
ISBN: 3319305263
Category : Technology & Engineering
Languages : en
Pages : 1179

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Book Description
This handbook offers the first comprehensive reference guide to the interdisciplinary field of model-based reasoning. It highlights the role of models as mediators between theory and experimentation, and as educational devices, as well as their relevance in testing hypotheses and explanatory functions. The Springer Handbook merges philosophical, cognitive and epistemological perspectives on models with the more practical needs related to the application of this tool across various disciplines and practices. The result is a unique, reliable source of information that guides readers toward an understanding of different aspects of model-based science, such as the theoretical and cognitive nature of models, as well as their practical and logical aspects. The inferential role of models in hypothetical reasoning, abduction and creativity once they are constructed, adopted, and manipulated for different scientific and technological purposes is also discussed. Written by a group of internationally renowned experts in philosophy, the history of science, general epistemology, mathematics, cognitive and computer science, physics and life sciences, as well as engineering, architecture, and economics, this Handbook uses numerous diagrams, schemes and other visual representations to promote a better understanding of the concepts. This also makes it highly accessible to an audience of scholars and students with different scientific backgrounds. All in all, the Springer Handbook of Model-Based Science represents the definitive application-oriented reference guide to the interdisciplinary field of model-based reasoning.

Teaching Scientific Inquiry

Teaching Scientific Inquiry PDF Author:
Publisher: BRILL
ISBN: 9460911455
Category : Education
Languages : en
Pages : 380

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Book Description
What are scientific inquiry practices like today? How should schools approach inquiry in science education? Teaching Science Inquiry presents the scholarly papers and practical conversations that emerged from the exchanges at a two-day conference of distinctive North American ‘science studies’ and ‘learning science’scholars. The conference goal: forge consensus views about images of inquiry that could inform teaching science through inquiry. The conference outcomes: recommendations for “Enhanced Scientific Method”, “Extended Immersion Units of Instruction”, and “Teacher Professional Development Models”. The edited volume will appeal to individuals interested in science learning as well as the design of learning environments. Scholars, policy makers, teacher educators and teachers will find this volume’s recommendations provocative and insightful. Twentieth century scientific advances with new tools, technologies, and theories have changed what it means to do science, to engage in scientific inquiry and to describe science as a way of knowing. Advances in ‘science studies’ disciplines are updating views about the nature of scientific inquiry. Advances in the cognitive and ‘learning sciences’ are altering understandings about knowledge acquisition, meaning making, and conditions for school learning. The conference papers, commentaries and panel reflections advance novel views about both children’s learning and the nature of science.

Exploring Science

Exploring Science PDF Author: David Klahr
Publisher: MIT Press
ISBN: 9780262611763
Category : Psychology
Languages : en
Pages : 260

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Book Description
David Klahr suggests that we now know enough about cognition--and hence about everyday thinking--to advance our understanding of scientific thinking.

Model-Based Reasoning in Science and Technology

Model-Based Reasoning in Science and Technology PDF Author: Lorenzo Magnani
Publisher: Springer
ISBN: 3319389831
Category : Philosophy
Languages : en
Pages : 674

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Book Description
This book discusses how scientific and other types of cognition make use of models, abduction, and explanatory reasoning in order to produce important or creative changes in theories and concepts. It includes revised contributions presented during the international conference on Model-Based Reasoning (MBR’015), held on June 25-27 in Sestri Levante, Italy. The book is divided into three main parts, the first of which focuses on models, reasoning and representation. It highlights key theoretical concepts from an applied perspective, addressing issues concerning information visualization, experimental methods and design. The second part goes a step further, examining abduction, problem solving and reasoning. The respective contributions analyze different types of reasoning, discussing various concepts of inference and creativity and their relationship with experimental data. In turn, the third part reports on a number of historical, epistemological and technological issues. By analyzing possible contradictions in modern research and describing representative case studies in experimental research, this part aims at fostering new discussions and stimulating new ideas. All in all, the book provides researchers and graduate students in the field of applied philosophy, epistemology, cognitive science and artificial intelligence alike with an authoritative snapshot of current theories and applications of model-based reasoning.

Creating Scientific Concepts

Creating Scientific Concepts PDF Author: Nancy J Nersessian
Publisher: MIT Press
ISBN: 0262293455
Category : Medical
Languages : en
Pages : 267

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Book Description
An account that analyzes the dynamic reasoning processes implicated in a fundamental problem of creativity in science: how does genuine novelty emerge from existing representations? How do novel scientific concepts arise? In Creating Scientific Concepts, Nancy Nersessian seeks to answer this central but virtually unasked question in the problem of conceptual change. She argues that the popular image of novel concepts and profound insight bursting forth in a blinding flash of inspiration is mistaken. Instead, novel concepts are shown to arise out of the interplay of three factors: an attempt to solve specific problems; the use of conceptual, analytical, and material resources provided by the cognitive-social-cultural context of the problem; and dynamic processes of reasoning that extend ordinary cognition. Focusing on the third factor, Nersessian draws on cognitive science research and historical accounts of scientific practices to show how scientific and ordinary cognition lie on a continuum, and how problem-solving practices in one illuminate practices in the other. Her investigations of scientific practices show conceptual change as deriving from the use of analogies, imagistic representations, and thought experiments, integrated with experimental investigations and mathematical analyses. She presents a view of constructed models as hybrid objects, serving as intermediaries between targets and analogical sources in bootstrapping processes. Extending these results, she argues that these complex cognitive operations and structures are not mere aids to discovery, but that together they constitute a powerful form of reasoning—model-based reasoning—that generates novelty. This new approach to mental modeling and analogy, together with Nersessian's cognitive-historical approach, make Creating Scientific Concepts equally valuable to cognitive science and philosophy of science.

Model-Based Reasoning

Model-Based Reasoning PDF Author: L. Magnani
Publisher: Springer Science & Business Media
ISBN: 1461506050
Category : Science
Languages : en
Pages : 402

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Book Description
There are several key ingredients common to the various forms of model-based reasoning considered in this book. The term ‘model’ comprises both internal and external representations. The models are intended as interpretations of target physical systems, processes, phenomena, or situations and are retrieved or constructed on the basis of potentially satisfying salient constraints of the target domain. The book’s contributors are researchers active in the area of creative reasoning in science and technology.