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Data Analysis for Complex Systems

Autor Greg Leibon, Scott Pauls, Daniel Rockmore
en Limba Engleză Paperback – 25 dec 1940
The analysis of complex systems--from financial markets and voting patterns to ecosystems and food webs--can be daunting for newcomers to the subject, in part because existing methods often require expertise across multiple disciplines. This book shows how a single technique--the partition decoupling method--can serve as a useful first step for modeling and analyzing complex systems data. Accessible to a broad range of backgrounds and widely applicable to complex systems represented as high-dimensional or network data, this powerful methodology draws on core concepts in network modeling and analysis, cluster analysis, and a range of techniques for dimension reduction. The book explains these and other essential concepts and provides several real-world examples to illustrate how a data-driven approach can illuminate complex systems.
  • Provides a comprehensive introduction to modeling and analysis of complex systems with minimal mathematical prerequisites
  • Focuses on a single technique, thereby providing an easy entry point to the subject
  • Explains analytic techniques using actual data from the social sciences
  • Uses only linear algebra to model and analyze large data sets
  • Includes problems and real-world examples
  • An ideal textbook for students and invaluable resource for researchers with a wide range of backgrounds and preparation
  • Proven in the classroom
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Specificații

ISBN-13: 9780691139180
ISBN-10: 0691139180
Pagini: 168
Dimensiuni: 150 x 250 x 15 mm
Editura: Princeton University Press

Notă biografică

Greg Leibon is chief technology officer and cofounder of Coherent Path, a company specializing in predictive analytics. Scott D. Pauls is professor of mathematics at Dartmouth College. Dan Rockmore is the William H. Neukom 1964 Distinguished Professor of Computational Science at Dartmouth.