Model-Based Reasoning in Scientific Discovery

Overview

The book Model-Based Reasoning in Scientific Discovery, aims to explain how specific modeling practices employed by scientists are productive methods of creative changes in science. The study of diagnostic, visual, spatial, analogical, and temporal reasoning has demonstrated that there are many ways of performing intelligent and creative reasoning which cannot be described by classical logic alone. The study of these high-level methods of reasoning is situated at the crossroads of philosophy, artificial ...

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Paperback (Softcover reprint of the original 1st ed. 1999)
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Overview

The book Model-Based Reasoning in Scientific Discovery, aims to explain how specific modeling practices employed by scientists are productive methods of creative changes in science. The study of diagnostic, visual, spatial, analogical, and temporal reasoning has demonstrated that there are many ways of performing intelligent and creative reasoning which cannot be described by classical logic alone. The study of these high-level methods of reasoning is situated at the crossroads of philosophy, artificial intelligence, cognitive psychology, and logic: at the heart of cognitive science.
Model based reasoning promotes conceptual change because it is effective in abstracting, generating, and integrating constraints in ways that produce novel results. There are several key ingredients common to the various forms of model-based reasoning to be considered in this presentation. The models are intended as interpretations 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. In the modeling process, various forms of abstraction, such as limiting case, idealization, generalization, and generic modeling are utilized. Evaluation and adaptation take place in the light of structural of structural, causal, and/or functional constraint satisfaction and enhanced understanding of the target problem is obtained through the modeling process. Simulation can be used to produce new states and enable evaluation of behaviors, constraint satisfaction, and other factors.
The book also addresses some of the main aspects of the concept of abduction, connecting it to the central epistemological question of hypothesis withdrawal in science and model-based reasoning, where abductive interferences exhibit their most appealing cognitive virtues.
The most recent results and achievements in the above areas are illustrated in detail by the various contributors to the work, who are among the most respected researchers in philosophy, artificial intelligence and cognitive science.

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Product Details

  • ISBN-13: 9781461371816
  • Publisher: Springer US
  • Publication date: 4/30/2013
  • Edition description: Softcover reprint of the original 1st ed. 1999
  • Edition number: 1
  • Pages: 343
  • Product dimensions: 6.14 (w) x 9.21 (h) x 0.75 (d)

Table of Contents

Models, Mental Models, and Representations. Model-Based Reasoning in Conceptual Change; N.J. Nersessian. Tracing the Development of Models in the Philosophy of Science; D.M. Bailer-Jones. Using Models to Represent Reality; R.N. Giere. Models and Diagrams within the Cognitive Field; K.J. Knoespel. Theories, Models, and Representations; M. Suárez. How Scientists Build Models In Vivo Science as a Window on the Scientific Mind; K. Dunbar. Discovery Processes and Mechanisms. A Simulation of Model-Based Reasoning about Disparate Phenomena; D.C. Gooding, T.R. Addis. Scientific Discovery and Technological Innovation: Ulcers, Dinosaur Extinction, and the Programming Language Java; P. Thagard, D. Croft. A Hierarchy of Models and Electron Microscopy; T. Harris. Expansion and Justification of Models: the Exemplary Case of Galileo Galilei; V. Raisis. Simplifying Bayesian Inference: the General Case; S. Krauß, L. Martignon, U. Hoffrage. Complexity versus Complex Systems: A New Approach to Scientific Discovery; F.T. Arecchi. Creative Inferences and Abduction. Model-Based Reasoning in Creative Processes; J. Meheus. Model-Based Creative Abduction; L. Magnani. Abduction and Geometrical Analysis. Notes on Charles S. Peirce and Edgar Allan Poe; I. Niiniluoto. The Hierarchy of Models in Simulation; E. Winsberg. Abducting Explanation; V.F. Hendricks, J. Faye. Fictionalism and the Logic of 'As If' Conditionals; C. Pizzi. Scientific Modeling: A Multilevel Feedback Process; J.M. Zytkow. Author Index. Subject Index.

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