Empowering human dynamics research with social media and geospatial data analytics
著者
書誌事項
Empowering human dynamics research with social media and geospatial data analytics
（Human dynamics in smart cities / series editors, Shih-Lung Shaw, Daniel Sui）
Springer, c2021
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注記
Includes bibliographical references
内容説明・目次
内容説明
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.
目次
Chapter 1: Introduction: Dr. Atsushi Nara & Dr. Ming-Hsiang Tsou
Chapter 2: Theoretical Perspectives: Dr. Brian Spitzberg and/or 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
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