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Computational Modeling

Computational Modeling - 96 edition

Computational Modeling - 96 edition

ISBN13: 9780803972704

ISBN10: 0803972709

Computational Modeling by Charles S. Taber and Richard John Timpone - ISBN 9780803972704
Edition: 96
Copyright: 1996
Publisher: Sage Publications, Inc.
Published:
International: No
Computational Modeling by Charles S. Taber and Richard John Timpone - ISBN 9780803972704

ISBN13: 9780803972704

ISBN10: 0803972709


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Summary

Why model computationally? Because these methods allow researchers to combine the rich detail of qualitative research with the rigor of quantitative and formal research, as well as to represent complex structures and processes within a theoretical model. The authors treat computational methods, including dynamic simulation (Monte Carlo methods), knowledge-based models (semantic networks, frame systems, and rule-based systems), and machine learning (connectionism, rule induction, and genetic algorithms), as a single broad-based class of research tools and develop a framework for incorporating them within established traditions of social science research. They provide a concise description of each method and a variety of social science illustrations including four detailed examples. Common to most of these methods is a straightforward underlying approach: simulate the theory by running the program. Computational Modeling concludes with a discussion of ways to validate computational models.

Table of Contents

Table of Contents

Introduction
Dynamic Simulation Models
Knowledge-Based Systems
Models of Machine Learning
Evaluating Computational Models
Introduction
Dynamic Simulation Models
Knowledge-Based Systems
Models of Machine Learning
Evaluating Computational Models