Urban Computing

Yu Zheng

ISBN 10: 0262039087 / ISBN 13: 9780262039086

Editore: MIT Press Ltd Feb 2019, 2019

Riguardo questo articolo

Neuware - 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.

Codice articolo 9780262039086

Dati bibliografici

• Titolo: Urban Computing
• Editore: MIT Press Ltd Feb 2019
• Data di pubblicazione: 2019
• Lingua: Inglese
• ISBN 10: 0262039087
• ISBN 13: 9780262039086
• Rilegatura: Buch
• Condizione: Neu
• Dimensioni: 236 L x 182 A x 35 P (millimetri) 236 millimetri di larghezza per 182 millimetri di altezza per 35 millimetri di profondità
• Peso: 1306 grammi

Descrizione articolo

Riassunto

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.

Informazioni sull?autore

Yu Zheng is Vice President and Chief Data Scientist at JD Digits, where he is also President of the Urban Computing Business Unit and Director of JD Intelligent City Research. He is Chair Professor at Shanghai Jiao Tong University and Adjunct Professor at Hong Kong University of Science and Technology. He is the coeditor of Computing with Spatial Trajectories and Editor-in-Chief of ACM Transactions on Intelligent Systems and Technology.