Statistical Laws in Complex Systems - Eduardo G. Altmann

Statistical Laws in Complex Systems

Combining Mechanistic Models and Data Analysis
Buch | Hardcover
X, 140 Seiten
2025
Springer International Publishing (Verlag)
978-3-031-73163-1 (ISBN)
171,19 inkl. MwSt

This book provides a unifying approach to the study of statistical laws, critically evaluating their role in the theoretical understanding of complex systems and the different data-analysis methods used to evaluate them. Statistical laws describe regular patterns observed in diverse scientific domains, ranging from the magnitude of earthquakes (Gutenberg-Richter law) and metabolic rates in organisms (Kleiber's law), to the frequency distribution of words in texts (Zipf's and Herdan-Heaps' laws), and productivity metrics of cities (urban scaling laws). The origins of these laws, their empirical validity, and the insights they provide into underlying systems have been subjects of scientific inquiry for centuries. Through a historical review and a unified analysis, this book argues that the persistent controversies on the validity of statistical laws are predominantly rooted not in novel empirical findings but in the discordance among data-analysis techniques, mechanistic models, and the interpretations of statistical laws. Starting with simple examples and progressing to more advanced time-series and statistical methods, this book and its accompanying repository provide comprehensive material for researchers interested in analyzing data, testing and comparing different laws, and interpreting results in both existing and new datasets.

Introduction.- Examples of statistical laws.- From data to laws.- Synthesis statistical laws in context.- Datasets and Codes.

Erscheint lt. Verlag 31.1.2025
Reihe/Serie Understanding Complex Systems
Zusatzinfo Approx. 250 p.
Verlagsort Cham
Sprache englisch
Maße 155 x 235 mm
Themenwelt Mathematik / Informatik Informatik Datenbanken
Mathematik / Informatik Informatik Theorie / Studium
Mathematik / Informatik Mathematik Angewandte Mathematik
Technik
Schlagworte Complex Systems • Data Science • Fitting • Mathematical Modeling • Pareto law • power laws • universality • Zipf's law
ISBN-10 3-031-73163-8 / 3031731638
ISBN-13 978-3-031-73163-1 / 9783031731631
Zustand Neuware
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