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Mobility Data Science
Mahmoud Sakr, Alejandro Vaisman, Esteban Zimányi (Broschiert, Englisch)
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Beschreibung
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. This textbook is written for undergraduate and graduate computer science courses on mobility data science. As such, it follows a pedagogical style to make the work of the instructor easier and to help students to understand the concepts being delivered, complementing the presentation with exercises and a companion GitHub repository. SQL is used as a high-level language for analytics, allowing students to write complex data science code, while abstracting away implementation details. Researchers and practitioners who are interested in an introduction to the area of mobility data science will also find the book a useful reference. 74,89 €
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Technische Daten
Erscheinungsdatum
11.04.2026
Sprache
Englisch
EAN
9783031826382
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
Data-Centric Systems and Applications
Sonderedition
Nein
Autor
Mahmoud Sakr, Alejandro Vaisman, Esteban Zimányi
Seitenanzahl
592
Einbandart
Broschiert
Buch Untertitel
From Data to Insights
Schlagwörter
Mobility Data Science, Geospatial Data Science, Database Systems, Geographic Information Systems, Query Processing, Data Streams
Thema-Inhalt
UN - Datenbanken
RGW - Geographische Informationssysteme (GIS) und Fernerkundung
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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