Data Mining for Co-Location Patterns: Principles and Applications
暫譯: 共地點模式的資料探勘:原則與應用

Guoqing Zhou

  • 出版商: CRC
  • 出版日期: 2022-01-27
  • 售價: $4,910
  • 貴賓價: 9.5$4,665
  • 語言: 英文
  • 頁數: 210
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 0367654261
  • ISBN-13: 9780367654269
  • 相關分類: Data-mining
  • 海外代購書籍(需單獨結帳)

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商品描述

Co-location pattern mining detects sets of features frequently located in close proximity to each other. This book focuses on data mining for co-location pattern, a valid method for identifying patterns from all types of data and applying them in business intelligence and analytics. It explains the fundamentals of co-location pattern mining, co-location decision tree, and maximal instance co-location pattern mining along with an in-depth overview of data mining, machine learning, and statistics. This arrangement of chapters helps readers understand the methods of co-location pattern mining step-by-step and their applications in pavement management, image classification, geospatial buffer analysis, etc.

商品描述(中文翻譯)

共置模式挖掘(co-location pattern mining)檢測經常彼此接近的特徵集。本書專注於共置模式的資料挖掘,這是一種有效的方法,用於從各類資料中識別模式並應用於商業智慧和分析。它解釋了共置模式挖掘的基本原理、共置決策樹(co-location decision tree)以及最大實例共置模式挖掘(maximal instance co-location pattern mining),並深入概述了資料挖掘、機器學習和統計學。本書的章節安排幫助讀者逐步理解共置模式挖掘的方法及其在鋪面管理、影像分類、地理空間緩衝分析等方面的應用。

作者簡介

Guoqing Zhou received his first PhD from Wuhan University, Wuhan, China, in 1994 and his second PhD from Virginia Tech at Blacksburg, Virginia, USA, in 2001. He was a visiting scholar at the Department of Computer Science and Technology, Tsinghua University, Beijing, China, and a postdoctoral researcher at the Institute of Information Science, Beijing Jiaotong University, Beijing, China, from 1994-1996. He continued his research as an Alexander von Humboldt Fellow at the Technical University of Berlin, Berlin, Germany, from 1997-1998 and afterward became a postdoctoral researcher at the Ohio State University, Columbus, OH, USA, from 1998 to 2000. Later he worked at Old Dominion University, Norfolk, VA, USA, as an assistant professor, associate professor, and full professor in 2000, 2005, and 2010, respectively. He is currently professor at the Guilin University of Technology, Guilin, China. He is author of five books and has published more than 300 papers in peer-reviewed journals and conference proceedings.

作者簡介(中文翻譯)

郭青周於1994年在中國武漢大學獲得第一個博士學位,並於2001年在美國維吉尼亞州布萊克斯堡的維吉尼亞科技大學獲得第二個博士學位。他曾於1994年至1996年擔任中國北京清華大學計算機科學與技術系的訪問學者,並在北京交通大學信息科學研究所擔任博士後研究員。1997年至1998年,他作為亞歷山大·馮·洪堡獎學金獲得者在德國柏林工業大學繼續他的研究,隨後於1998年至2000年在美國俄亥俄州哥倫布的俄亥俄州立大學擔任博士後研究員。之後,他於2000年、2005年和2010年在美國維吉尼亞州諾福克的老道明大學擔任助理教授、副教授和正教授。目前,他是中國桂林理工大學的教授。他是五本書的作者,並在同行評審的期刊和會議論文集中發表了300多篇論文。

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