Geographic Data Mining and Knowledge Discovery, 2/e (Hardcover)

Harvey J. Miller, Jiawei Han

  • 出版商: CRC
  • 出版日期: 2009-05-01
  • 售價: $6,660
  • 貴賓價: 9.5$6,327
  • 語言: 英文
  • 頁數: 486
  • 裝訂: Hardcover
  • ISBN: 1420073974
  • ISBN-13: 9781420073973
  • 相關分類: 地理資訊系統 GisData-mining
  • 海外代購書籍(需單獨結帳)

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商品描述

The Definitive Volume on Cutting-Edge Exploratory Analysis of Massive Spatial and Spatiotemporal Databases

Since the publication of the first edition of Geographic Data Mining and Knowledge Discovery, new techniques for geographic data warehousing (GDW), spatial data mining, and geovisualization (GVis) have been developed. In addition, there has been a rise in the use of knowledge discovery techniques due to the increasing collection and storage of data on spatiotemporal processes and mobile objects. Incorporating these novel developments, this second edition reflects the current state of the art in the field.

New to the Second Edition

  • Updated material on geographic knowledge discovery (GKD), GDW research, map cubes, spatial dependency, spatial clustering methods, clustering techniques for trajectory data, the INGENS 2.0 software, and GVis techniques
  • New chapter on data quality issues in GKD
  • New chapter that presents a tree-based partition querying methodology for medoid computation in large spatial databases
  • New chapter that discusses the use of geographically weighted regression as an exploratory technique
  • New chapter that gives an integrated approach to multivariate analysis and geovisualization
  • Five new chapters on knowledge discovery from spatiotemporal and mobile objects databases

Geographic data mining and knowledge discovery is a promising young discipline with many challenging research problems. This book shows that this area represents an important direction in the development of a new generation of spatial analysis tools for data-rich environments. Exploring various problems and possible solutions, it will motivate researchers to develop new methods and applications in this emerging field.

商品描述(中文翻譯)

《地理資料挖掘與知識發現》第二版:大型空間和時空資料庫的前沿探索分析的權威著作

自第一版《地理資料挖掘與知識發現》出版以來,地理資料倉儲(GDW)、空間資料挖掘和地理可視化(GVis)等新技術已經發展出來。此外,由於時空過程和移動對象的數據收集和存儲不斷增加,知識發現技術的應用也越來越廣泛。第二版反映了這些新發展,展示了該領域的最新技術。

第二版的新內容包括:
- 地理知識發現(GKD)、GDW研究、地圖立方體、空間相依性、軌跡數據的聚類技術、INGENS 2.0軟件和GVis技術的更新材料
- 關於GKD中數據質量問題的新章節
- 介紹了一種基於樹狀分割查詢方法的大型空間資料庫中介點計算的新章節
- 討論了地理加權回歸作為一種探索性技術的新章節
- 提供了一種多變量分析和地理可視化的綜合方法的新章節
- 五個關於時空和移動對象數據庫中知識發現的新章節

地理資料挖掘和知識發現是一個充滿挑戰性的年輕學科,其中存在著許多研究問題。本書展示了這個領域代表了發展數據豐富環境下新一代空間分析工具的重要方向。通過探索各種問題和可能的解決方案,它將激勵研究人員在這一新興領域中開發新的方法和應用。