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  • © 2021

Empowering Human Dynamics Research with Social Media and Geospatial Data Analytics

  • Highlights geospatial research using social media and big data
  • Introduces methodologies and techniques on how to handle and analyze social media and big data
  • Exhibits various research examples from interdisciplinary fields

Part of the book series: Human Dynamics in Smart Cities (HDSC)

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Table of contents (15 chapters)

  1. Front Matter

    Pages i-xx
  2. Similarity Measurement on Human Mobility Data with Spatially Weighted Structural Similarity Index (SpSSIM)

    • Chanwoo Jin, Atsushi Nara, Jiue-An Yang, Ming-Hsiang Tsou
    Pages 65-87
  3. An Integrated Evacuation Decision Support System Framework with Social Perception Analysis and Dynamic Population Estimation

    • Atsushi Nara, Xianfeng Yang, Sahar Ghanipoor Machiani, Ming-Hsiang Tsou
    Pages 89-112
  4. Learning Dependence Relationships of Evacuation Decision Making Factors from Tweets

    • Atsushi Nara, Sahar Ghanipoor Machiani, Nana Luo, Alidad Ahmadi, Karen Robinett, Ken Tominaga et al.
    Pages 113-138
  5. Sentiment Analysis of Social Media Response and Spatial Distribution Patterns on the COVID-19 Outbreak: The Case Study of Italy

    • Gabriela Fernandez, Carol Maione, Karenina Zaballa, Norbert Bonnici, Brian H. Spitzberg, Jarai Carter et al.
    Pages 167-184
  6. Exploring Gentrification Through Social Media Data and Text Clustering Techniques

    • Cheng-Chia Huang, Atsushi Nara, Joseph Gibbons, Ming-Hsiang Tsou
    Pages 237-256
  7. Spatial Distribution Patterns of Geo-tagged Twitter Data Created by Social Media Bots and Recommended Data Wrangling Procedures

    • Ming-Hsiang Tsou, Hao Zhang, Jaehee Park, Atsushi Nara, Chin-Te Jung
    Pages 257-273

About this book

This book discusses theoretical backgrounds, techniques and methodologies, and applications of the current state-of-the-art human dynamics research utilizing social media and geospatial big data. It describes various forms of social media and big data with location information, theory development, data collection and management techniques, and analytical methodologies to conduct human dynamics research including geographic information systems (GIS), spatiotemporal data analytics, text mining and semantic analysis, machine learning, trajectory data analysis, and geovisualization. The book also covers applied interdisciplinary research examples ranging from disaster management, public health, urban geography, and spatiotemporal information diffusion. By providing theoretical foundations, solid empirical research backgrounds, techniques, and methodologies as well as application examples from diverse interdisciplinary fields, this book will be a valuable resource to students, researchers and practitioners who utilize or plan to employ social media and big data in their work.

Editors and Affiliations

  • Department of Geography, San Diego State University, San Diego, USA

    Atsushi Nara, Ming-Hsiang Tsou

About the editors

Atsushi Nara [Ph.D., Arizona State University], Assistant Professor, Department of Geography, San Diego State University; Associate Director, Center for Human Dynamics in the Mobile Age (HDMA). His research interests are in spatiotemporal data analytics, modeling behavioral geography and complex urban and social systems, and geospatial computation. He served on the editorial boards of Computational Urban Science. His recent research projects study human mobility, disaster responses, evacuation decision support systems, air pollution, food environment, and geocomputational education.

Ming-Hsiang Tsou [Ph.D., University of Colorado, Boulder], Professor, Department of Geography, San Diego State University; Founding Director, Center for Human Dynamics in the Mobile Age (HDMA). His research interests are in big data, human dynamics, social media, visualization, and internet Geographic Information Systems (GIS). He is co-author of Internet GIS, a scholarly book published in 2003 by Wiley and served on the editorial boards of the Annals of GIS (2008-), Cartography and GIScience (2013-), the Professional Geographers (2011-2019), and International Journal of Geographic Information Science (2019-). His recent NSF research projects focus on health disparities, disaster responses, and spatial social networks.

Bibliographic Information

  • Book Title: Empowering Human Dynamics Research with Social Media and Geospatial Data Analytics

  • Editors: Atsushi Nara, Ming-Hsiang Tsou

  • Series Title: Human Dynamics in Smart Cities

  • DOI: https://doi.org/10.1007/978-3-030-83010-6

  • Publisher: Springer Cham

  • eBook Packages: Social Sciences, Social Sciences (R0)

  • Copyright Information: Springer Nature Switzerland AG 2021

  • Hardcover ISBN: 978-3-030-83009-0Published: 21 September 2021

  • Softcover ISBN: 978-3-030-83012-0Published: 22 September 2022

  • eBook ISBN: 978-3-030-83010-6Published: 20 September 2021

  • Series ISSN: 2523-7780

  • Series E-ISSN: 2523-7799

  • Edition Number: 1

  • Number of Pages: XX, 283

  • Number of Illustrations: 6 b/w illustrations, 80 illustrations in colour

  • Topics: Human Geography, Geographical Information Systems/Cartography, Big Data, Social Media

Buy it now

Buying options

eBook USD 119.00
Price excludes VAT (USA)
  • Available as EPUB and PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book USD 159.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book USD 159.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Other ways to access