・ISBN 978-0-691-13918-0 paper US$ 35.00
¥7,738.- (税込)
著者・編者 | Leibon, Greg / Pauls, Scott / Rockmore, Daniel, |
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シリーズ | (Primers in Complex Systems) |
出版社 | (Princeton University Press, US) |
出版年 | 2040 |
ページ数 | 168 pp. |
ニュース番号 | <A00-57885> |
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.