The field of Data Science is incredibly broad, encompassing everything from cleaning data to deploying predictive models. However, it is rare for any single data scientist to be working across the spectrum day to day. Data scientists usually focus on a few areas and are complemented by a team of oth
Applied Data-Centric Social Sciences: Concepts, Data, Computation, and Theory
β Scribed by Aki-Hiro Sato (auth.)
- Publisher
- Springer Japan
- Year
- 2014
- Tongue
- English
- Leaves
- 293
- Edition
- 1
- Category
- Library
No coin nor oath required. For personal study only.
β¦ Synopsis
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 peopleβs 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.
β¦ Table of Contents
Front Matter....Pages i-xxiii
Front Matter....Pages 1-1
Introduction....Pages 3-56
Framework....Pages 57-72
Front Matter....Pages 73-73
Mathematical Expressions....Pages 75-148
Data in Computers....Pages 149-171
Front Matter....Pages 173-173
Risk Assessment of Extreme Events....Pages 175-202
Segmentation Study of Foreign Exchange Market....Pages 203-219
Hotel Booking Data....Pages 221-243
Tendency of International Air Travels....Pages 245-258
Energy Consumption....Pages 259-272
Front Matter....Pages 273-273
Future Research in Applied Data-Centric Social Sciences....Pages 275-277
Back Matter....Pages 279-281
β¦ Subjects
Statistics for Engineering, Physics, Computer Science, Chemistry and Earth Sciences; Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law; Statistics for Business/Economics/Mathematical Finance/Insurance
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