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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)
一部權威的城市計算專著,提供該領域的概述、基本技術、高級模型和新穎應用。
城市計算將強大的計算技術應用於污染、能源消耗和交通擁堵等城市挑戰。利用當今的大規模計算基礎設施和從感測技術收集的數據,城市計算將計算機科學與城市規劃、交通、環境科學、社會學及其他城市研究領域相結合,針對具體問題採用以數據為中心的計算框架中的具體方法論。本書對城市計算的權威性處理提供了該領域的概述、基本技術、高級模型和新穎應用。
每一章都作為教程,向讀者介紹城市計算的一個重要方面,並參考相關研究。本書概述了關鍵概念、數據來源和典型應用;描述了以感測器為中心和以人為中心的城市感測四種範式;介紹了空間和時空數據的數據管理,從基本的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,從基本的數據挖掘算法開始,逐步進入高級機器學習技術。《城市計算》為學生、研究人員和應用開發者提供了一本對不斷發展的跨學科領域至關重要的手冊。