Geographic Data Mining and Knowledge Discovery, 2/e (Hardcover)
暫譯: 地理數據挖掘與知識發現(第二版)(精裝本)

Harvey J. Miller, Jiawei Han

  • 出版商: CRC
  • 出版日期: 2009-05-01
  • 售價: $5,810
  • 貴賓價: 9.5$5,520
  • 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)

《大規模空間與時空數據庫前沿探索分析的權威著作》

自從《地理數據挖掘與知識發現》第一版出版以來,地理數據倉儲(GDW)、空間數據挖掘和地理可視化(GVis)等新技術已經發展出來。此外,由於對時空過程和移動物體數據的收集與存儲日益增加,知識發現技術的使用也有所上升。這第二版結合了這些新發展,反映了該領域的最新技術狀態。

第二版的新內容

- 更新了有關地理知識發現(GKD)、GDW研究、地圖立方體、空間依賴性、空間聚類方法、軌跡數據的聚類技術、INGENS 2.0軟體和GVis技術的資料
- 新增有關GKD中的數據質量問題的章節
- 新增一章介紹在大型空間數據庫中進行中位數計算的基於樹的分區查詢方法
- 新增一章討論地理加權回歸作為探索技術的使用
- 新增一章提供多變量分析與地理可視化的綜合方法
- 新增五章有關從時空和移動物體數據庫中進行知識發現的內容

地理數據挖掘與知識發現是一個充滿潛力的年輕學科,面臨許多挑戰性的研究問題。本書顯示,這一領域代表了為數據豐富環境開發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開發新方法和應用。