Human dynamics research in smart and connected communities. ([2018])

• Record Type: Book
• Further Information: Note: Shih-Lung Shaw, Daniel Sui, editors.
• Editors: Shaw, Shih-Lung; Sui, Daniel
• Contents: Intro; Contents; Editors and Contributors; 1 Introduction: Human Dynamics in Perspective; 1.1 Introduction; 1.2 Human Dynamics in Perspective; 1.3 Overview of the Chapters in This Volume; References; 2 Utilizing Geo-located Sensors and Social Media for Studying Population Dynamics and Land Classification; 2.1 Introduction; 2.2 Geo-located Human Activity Data Collection and Management; 2.2.1 Neogeography; 2.2.2 Volunteered Geographic Information; 2.2.3 Social Media; 2.2.3.1 Twitter; 2.2.3.2 Facebook; 2.2.3.3 Limitations of Social Media; 2.2.3.4 Application to Human Dynamics Research 2.3 Improving Land Use Inference by Factorizing Mobile Phone Call Activity Matrix2.3.1 Result and Analysis; 2.3.2 Validation; 2.4 Understanding Special Events Population; 2.4.1 Methods and Results; 2.4.2 Discussion; 2.5 Facility Popularity Assessment from Fine Grained Twitter Analysis; 2.5.1 Basic Description; 2.5.2 Twitter Training Data; 2.5.3 Text Classification Algorithm and Approach; 2.5.3.1 Data Sanitation and Cleaning; 2.5.4 Machine Learning Classification; 2.5.5 Results and Analysis; 2.5.5.1 Training Classifiers; 2.5.5.2 Evaluation Metrics; 2.5.5.3 Results; 2.5.5.4 Accuracy 2.5.5.5 Precision2.6 Summary; Acknowledgements; References; 3 Uncovering the Relationships Between Phone Communication Activities and Spatiotemporal Distribution of Mobile Phone Users; 3.1 Introduction; 3.2 Related Work; 3.3 Study Area and Mobile Phone Data Set; 3.4 Research Design; 3.4.1 Defining Indicators of Aggregate Cellphone Usage; 3.4.2 Deriving the Spatiotemporal Distribution of Mobile Phone Users; 3.4.3 Correlation and Regression Analysis; 3.5 Results and Discussion; 3.5.1 Correlation Between the Number of Phone Users and the Two Cellphone Usage Indicators 3.5.2 Comparison of Regression Models3.5.3 Cross Validation; 3.5.4 Spatiotemporal Patterns of Residuals; 3.6 Conclusion; Acknowledgements; References; 4 Spatio-Temporal-Network Visualization for Exploring Human Movements and Interactions in Physical and Virtual Spaces; 4.1 Introduction; 4.2 An Integrated Spatio-temporal-Network Framework; 4.3 Case Study; 4.4 Vision for Quantitative Analytical Metrics; 4.5 Conclusions; References; 5 Modeling Mobility and Dynamics of Scheduled Space-Time Activitiesâ#x80;#x94;An RDF Approach; 5.1 Introduction; 5.2 Related Work 5.2.1 Geospatial Technologies and Human Mobility5.2.2 Semantic Data Models and Geospatial Research; 5.3 A Semantic Data Model for Space-Time Activity; 5.3.1 Integrate Spatial and Temporal Dimension of Space-Time Activity; 5.3.2 Thematic Role of Participants of Space-Time Activities; 5.3.3 Individual Trajectory and Space-Time Activity; 5.3.4 Scheduled Space-Time Activities; 5.4 Prototype Implementation and a Use Case for Scheduled Movements; 5.5 Retrieving Campus Movement Dynamics from RDF Knowledgebase; 5.5.1 Representing and Visualizing Trajectories for Individual Students
• Publisher Details: Cham, Switzerland : Springer
• Publication Date: 2018
• Extent: 1 online resource, illustrations, maps
• Subjects: 307.76; Social sciences; Cities and towns -- Technological innovations; Cities and towns -- Geographic information systems; Information society; Technology -- Social aspects; Human behavior; Human Geography; Social sciences -- Data processing; SOCIAL SCIENCE / Sociology / Urban; Cities and towns; Human behavior; Information society; Technology -- Social aspects; Social Science -- Human Geography; Computers -- Data Processing; Human geography; Society & social sciences; Electronic books; Geographic information systems
• Languages: English
• ISBNs: 9783319732473; 3319732471
• Related ISBNs: 9783319732466; 3319732463
• Notes: Note: Includes bibliographical references.; Note: Online resource; title from PDF title page (EBSCO, viewed February 19, 2018).
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.