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Autor(en): 
  • Daniel Rockmore
  • Greg Leibon
  • Scott Pauls
  • Data Analysis for Complex Systems: A Linear Algebra Approach 
     

    (Buch)
    Dieser Artikel gilt, aufgrund seiner Grösse, beim Versand als 3 Artikel!


    Übersicht

    Auf mobile öffnen
     
    Lieferstatus:   Vorankündigung
    Veröffentlichung:  ANGEKÜNDIGT (Dezember 2040)  
    Genre:  Schulbücher 
     
    A Crude Look at the Whole / Adaptation / Algebra / clustering theory / Complex analysis, complex variables / Criticality / Data-Driven Modeling and Scientific Computation / Economic Networks
    ISBN:  9780691139180 
    EAN-Code: 
    9780691139180 
    Verlag:  University Presses 
    Einband:  Kartoniert  
    Sprache:  English  
    Serie:  Primers in Complex Systems  
    Dimensionen:  H 216 mm / B 140 mm / D  
    Seiten:  168 
    Illustration:  35 b/w illus. 
    Zus. Info:  Print PDF 
    Bewertung: Keine Bewertung vor Veröffentlichung möglich.
    Inhalt:

    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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