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Urban Computing

Af: Yu Zheng Engelsk Hardback

Urban Computing

Af: Yu Zheng Engelsk Hardback
Tjek vores konkurrenters priser
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.

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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.

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Se mere i:
Produktdetaljer
Sprog: Engelsk
Sider: 632
ISBN-13: 9780262039086
Indbinding: Hardback
Udgave:
ISBN-10: 0262039087
Kategori: Bysamfund
Udg. Dato: 5 feb 2019
Længde: 29mm
Bredde: 237mm
Højde: 187mm
Forlag: MIT Press Ltd
Oplagsdato: 5 feb 2019
Forfatter(e): Yu Zheng
Forfatter(e) Yu Zheng

Kategori Bysamfund

ISBN-13 9780262039086

Sprog Engelsk

Indbinding Hardback

Sider 632

Udgave

Længde 29mm

Bredde 237mm

Højde 187mm

Udg. Dato 5 feb 2019

Oplagsdato 5 feb 2019

Forlag MIT Press Ltd