Urban Computing

Urban Computing - Information Systems

Hardback (05 Feb 2019)

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Publisher's Synopsis

An authoritative treatment of urban computing, offering an overview of the field, fundamental techniques, advanced models, and novel applications.

Urban computing brings powerful computational techniques to bear on such urban challenges as pollution, energy consumption, and traffic congestion. Using today's large-scale computing infrastructure and data gathered from sensing technologies, urban computing combines computer science with urban planning, transportation, environmental science, sociology, and other areas of urban studies, tackling specific problems with concrete methodologies in a data-centric computing framework. This authoritative treatment of urban computing offers an overview of the field, fundamental techniques, advanced models, and novel applications.

Each chapter acts as a tutorial that introduces readers to an important aspect of urban computing, with references to relevant research. The book outlines key concepts, sources of data, and typical applications; describes four paradigms of urban sensing in sensor-centric and human-centric categories; introduces data management for spatial and spatio-temporal data, from basic indexing and retrieval algorithms to cloud computing platforms; and covers beginning and advanced topics in mining knowledge from urban big data, beginning with fundamental data mining algorithms and progressing to advanced machine learning techniques. Urban Computing provides students, researchers, and application developers with an essential handbook to an evolving interdisciplinary field.

Book information

ISBN: 9780262039086
Publisher: The MIT Press
Imprint: The MIT Press
Pub date:
DEWEY: 628.0285
DEWEY edition: 23
Language: English
Number of pages: xxii, 604
Weight: 1300g
Height: 187mm
Width: 237mm
Spine width: 29mm