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Mobility Data Science: From Data to Insights

Mobility Data Science: From Data to Insights

Hardcover

Series: Data-Centric Systems and Applications

DatabasesGeneral ComputersGeography

ISBN10: 3031826353
ISBN13: 9783031826351
Publisher: Springer
Published: Apr 10 2025
Pages: 592
Weight: 2.28
Height: 1.31 Width: 6.14 Depth: 9.21
Language: English
This textbook covers the key topics in mobility data analysis, including all steps of the data science pipeline illustrated with real-world examples.

The book is composed of three parts. Part I Fundamental Concepts provides the background for this book by introducing spatial and temporal databases and motivating the need for mobility databases. Further chapters in this part are devoted to a formal model for representing mobility data, an introduction to mobility data visualization, and the topic of querying mobility databases. Part II Advanced Topics covers topics such as query processing and indexing, illustrated with PostgreSQL, introduces mobility data warehouses using synthetic data, and concludes with distributed mobility databases. Part III Mobility Analytics covers important topics like mobility data cleaning, including the identification of erroneous data, and mobility analysis using foundational algorithms for spatial and mobility data. It also includes an urban mobility use case that illustrates the concepts presented throughout the book in a real application setting.

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