Applied Data-Centric Social Sciences

Concepts, Data, Computation, and Theory

  • Aki-Hiro Sato

Table of contents

  1. Front Matter
    Pages i-xxiii
  2. Introduction

    1. Front Matter
      Pages 1-1
    2. Aki-Hiro Sato
      Pages 3-56
    3. Aki-Hiro Sato
      Pages 57-72
  3. Methodology

    1. Front Matter
      Pages 73-73
    2. Aki-Hiro Sato
      Pages 75-148
    3. Aki-Hiro Sato
      Pages 149-171
  4. Exemplar Studies

    1. Front Matter
      Pages 173-173
    2. Aki-Hiro Sato
      Pages 175-202
    3. Aki-Hiro Sato
      Pages 203-219
    4. Aki-Hiro Sato
      Pages 221-243
    5. Aki-Hiro Sato
      Pages 245-258
    6. Aki-Hiro Sato
      Pages 259-272
  5. Future Work

    1. Front Matter
      Pages 273-273
  6. Back Matter
    Pages 279-281

About this book

Introduction

Applied data-centric social sciences aim to develop both methodology and practical applications of various fields of social sciences and businesses with rich data. Specifically, in the social sciences, a vast amount of data on human activities may be useful for understanding collective human nature. In this book, the author introduces several mathematical techniques for handling a huge volume of data and analysing collective human behaviour. The book is constructed from data-oriented investigation, with mathematical methods and expressions used for dealing with data for several specific problems. The fundamental philosophy underlying the book is that both mathematical and physical concepts are determined by the purposes of data analysis. This philosophy is shown throughout exemplar studies of several fields in socio-economic systems. From a data-centric point of view, the author proposes a concept that may change people’s minds and cause them to start thinking from the basis of data. Several goals underlie the chapters of the book. The first is to describe mathematical and statistical methods for data analysis, and toward that end the author delineates methods with actual data in each chapter. The second is to find a cyber-physical link between data and data-generating mechanisms, as data are always provided by some kind of data-generating process in the real world. The third goal is to provide an impetus for the concepts and methodology set forth in this book to be applied to socio-economic systems.

Keywords

Data curation Extreme events analysis Geographical data analysis Statistical inference Time series analysis

Authors and affiliations

  • Aki-Hiro Sato
    • 1
  1. 1.Graduate School of InformaticsKyoto UniversityKyotoJapan

Bibliographic information

  • DOI https://doi.org/10.1007/978-4-431-54974-1
  • Copyright Information Springer Japan 2014
  • Publisher Name Springer, Tokyo
  • eBook Packages Mathematics and Statistics
  • Print ISBN 978-4-431-54973-4
  • Online ISBN 978-4-431-54974-1
  • About this book