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商品描述
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.
商品描述(中文翻譯)
一本權威的城市計算書籍,提供該領域的概述、基本技術、高級模型和新應用。
城市計算將強大的計算技術應用於城市挑戰,如污染、能源消耗和交通擁堵。利用當今的大規模計算基礎設施和從感測技術中獲取的數據,城市計算將計算機科學與城市規劃、交通、環境科學、社會學和其他城市研究領域相結合,在以數據為中心的計算框架中以具體的方法解決特定問題。這本權威的城市計算書籍提供了該領域的概述、基本技術、高級模型和新應用。
每一章都是一個教程,介紹城市計算的一個重要方面,並引用相關研究。該書概述了關鍵概念、數據來源和典型應用;描述了傳感器中心和人類中心的城市感測的四種範式;介紹了空間和時空數據的數據管理,從基本索引和檢索算法到雲計算平台;並涵蓋了從城市大數據中挖掘知識的初級和高級主題,從基本數據挖掘算法到高級機器學習技術。《城市計算》為學生、研究人員和應用開發人員提供了一本關於這個不斷發展的跨學科領域的必備手冊。