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.
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.
發表於2024-11-27
Urban Computing 2024 pdf epub mobi 電子書 下載
圖書標籤: 城市計算 科技 計算機 美國 實證 城市 中國 gis
更像是大數據在城市應用的一個論文閤集。
評分之前的軌跡計算那本書濃縮成瞭第十章大部分內容,當然p1以及p2裏麵介紹索引相關技術的時候很多內容也是從軌跡計算那本書來的。中間介紹瞭大量整閤內容,整閤現有技術來解決Urban Computing的問題,這部分不熟悉所以跳著看。即使不是做這個的,比如我,看一看也挺好的,看看拿什麼手段來解決問題。隻不過可惜的是軌跡計算那本還會專門拿一章來介紹privary的部分,這本書並沒有把privary當做重點,隻是在第十章講瞭一點軌跡數據的privary。隻是希望他們實際構建係統的時候把這點考慮進去,否則就是挺嚇人的事情。
評分之前的軌跡計算那本書濃縮成瞭第十章大部分內容,當然p1以及p2裏麵介紹索引相關技術的時候很多內容也是從軌跡計算那本書來的。中間介紹瞭大量整閤內容,整閤現有技術來解決Urban Computing的問題,這部分不熟悉所以跳著看。即使不是做這個的,比如我,看一看也挺好的,看看拿什麼手段來解決問題。隻不過可惜的是軌跡計算那本還會專門拿一章來介紹privary的部分,這本書並沒有把privary當做重點,隻是在第十章講瞭一點軌跡數據的privary。隻是希望他們實際構建係統的時候把這點考慮進去,否則就是挺嚇人的事情。
評分更像是大數據在城市應用的一個論文閤集。
評分更像是大數據在城市應用的一個論文閤集。
Urban Computing 2024 pdf epub mobi 電子書 下載