Empowering Human Dynamics Research with Social Media and Geospatial Data Analytics
Empowering Human Dynamics Research with Social Media and Geospatial Data Analytics
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This book explores the use of social media and geospatial big data in human dynamics research, covering theoretical backgrounds, techniques, and methodologies. It provides applied interdisciplinary research examples from disaster management, public health, urban geography, and spatiotemporal information diffusion.
Format: Paperback / softback
Length: 283 pages
Publication date: 22 September 2022
Publisher: Springer Nature Switzerland AG
This comprehensive book delves into the theoretical underpinnings, cutting-edge techniques, and diverse applications of the emerging field of human dynamics research utilizing social media and geospatial big data. It provides an in-depth exploration of various forms of social media and big data, enriched with location information, theoretical development, data collection and management strategies, and analytical methodologies. These methodologies encompass geographic information systems (GIS), spatiotemporal data analytics, text mining and semantic analysis, machine learning, trajectory data analysis, and geovisualization, enabling researchers to conduct comprehensive studies of human behavior and interactions.
Furthermore, the book showcases applied interdisciplinary research examples spanning disaster management, public health, urban geography, and spatiotemporal information diffusion. By offering a solid theoretical foundation, robust empirical research backgrounds, cutting-edge techniques, and practical application examples from diverse interdisciplinary domains, this book serves as a valuable resource for students, researchers, and practitioners interested in leveraging social media and big data in their work.
The book is organized into five chapters, each dedicated to a specific aspect of social media and big data in human dynamics research. Chapter 1 introduces the theoretical foundations and frameworks that underpin the study of human behavior and interactions in the digital age. It explores the role of social media and big data in shaping contemporary society, the challenges and opportunities they present, and the ethical considerations associated with their use.
Chapter 2 provides a comprehensive overview of social media and big data, including their types, characteristics, and potential applications. It discusses the various forms of social media platforms, such as social networking sites, microblogging platforms, online forums, and multimedia sharing sites, and their significance in capturing and analyzing human behavior. The chapter also explores the growing importance of geospatial big data, which combines location information with other data types to provide insights into human activities and interactions.
Chapter 3 focuses on the theoretical development of social media and big data in human dynamics research. It discusses the key concepts, models, and theories that guide the analysis of these data sources. The chapter explores the role of social media in shaping individual and collective behavior, the dynamics of social networks, and the factors that influence information diffusion and dissemination. It also discusses the development of analytical methodologies, such as network analysis, text mining, and machine learning, to extract meaningful insights from social media and big data.
Chapter 4 explores the data collection and management techniques used in social media and big data research. It discusses the challenges associated with collecting and storing large volumes of data, the ethical considerations in data collection, and the strategies used to ensure the quality and reliability of the data. The chapter also highlights the importance of data visualization and geovisualization in interpreting and presenting the findings of social media and big data research.
Chapter 5 presents applied interdisciplinary research examples that demonstrate the practical applications of social media and big data in various fields. It discusses case studies from disaster management, public health, urban geography, and spatiotemporal information diffusion. The examples illustrate how social media and big data can be used to monitor and respond to emergencies, analyze public health trends, understand urban dynamics, and analyze the spread of information in complex systems.
In conclusion, this book offers a comprehensive and up-to-date exploration of the theoretical backgrounds, techniques, and methodologies of the emerging field of human dynamics research utilizing social media and geospatial big data. By providing a rich blend of theoretical foundations, empirical research backgrounds, cutting-edge techniques, and practical application examples, it serves as a valuable resource for students, researchers, and practitioners interested in advancing their understanding of human behavior and interactions in the digital age.
Weight: 468g
Dimension: 235 x 155 (mm)
ISBN-13: 9783030830120
Edition number: 1st ed. 2021
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