Empowering Human Dynamics Research with Social Media and Geospatial Data Analytics

1. Auflage 2021
ISBN: 978-3-030-83012-0
Verlag: Springer International Publishing

Buch, Englisch, 283 Seiten, Format (B × H): 155 mm x 235 mm, Gewicht: 464 g

Reihe: Human Dynamics in Smart Cities

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.

Zielgruppe

Research

Autoren/Hrsg.

Tsou, Ming-Hsiang

Nara, Atsushi

Fachgebiete

• Mathematik | Informatik EDV | Informatik Digital Lifestyle Internet, E-Mail, Social Media
• Mathematik | Informatik EDV | Informatik Daten / Datenbanken Big Data
• Sozialwissenschaften Medien- und Kommunikationswissenschaften Kommunikationswissenschaften Digitale Medien, Internet, Telekommunikation
• Geowissenschaften Geographie | Raumplanung Humangeographie
• Geowissenschaften Geologie GIS, Geoinformatik

Inhaltsverzeichnis

Chapter 1. Introduction(Dr. Atsushi Nara & Dr. Ming-Hsiang Tsou).- Chapter 2. Theoretical Perspectives(Dr. Brian Spitzberg and Dr. Lourdes Martinez).- Chapter 3. Techniques and Methodologies: Social Media Data and Big Data(Dr. Jiue-An Yang).- Chapter 4. Techniques and Methodologies: Data Collection and Management(Dr. Xinyue Ye or Dr. Ming-Hsiang).- Chapter 5. Techniques and Methodologies: Data Analytics I(Dr. Jae Hyun Lee or Fang Fang).- Chapter 6. Techniques and Methodologies: Data Analytics II(Dr. Xuan Shi).- Chapter 7. Applications: Disaster Management and Response(Dr. Jonathan Cinnamon or Dr. Xinyue Ye or Dr. Xuan Shi).- Chapter 8. Applications: Public Health: Cancer Disparities(Dr. Caroline Thompson & Chanwoo Jin).- Chapter 9. Applications: Public Health: Health Behaviour(Dr. Eric Shook or Dr. Bo Zhao or Dr. Atsushi Nara & Luo Nana).- Chapter 10. Applications: Urban Geography: Smart Cities and Transportation(Dr. Andrew Crooks or Dr. Sahar Ghanipoor Machiani & Dr. Arash Jahangiri or Chanwoo Jin).- Chapter 11. Applications: Urban Geography: Urban Dynamics and Gentrification(Dr. Tuuli Toivonen or Chen Xu or Dr. Atsushi Nara & Cheng-Chia Huang).- Chapter 12. Applications: Political Debates(Dr. Monica Stephens or Dr. Kang Aetti or Dr. May Yuan & Jaehee Park).- Chapter 13. Applications: Information Diffusion(Jaehee Park or Dr. Brian Spitzberg and/or Dr. Lourdes Martinez).- Chapter 14. Future Visions(Dr. Shih-Lung Shaw or Dr. Atsushi Nara & Dr. Ming-Hsiang Tsou).

Über Autor(innen)

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.