Data Mining for Co-location Patterns
Principles and Applications
- Available for pre-order. Item will ship after January 27, 2022
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.
Table of Contents
Chapter 1. Introduction, Chapter 2. Fundamentals of Mining Co–location Patterns, Chapter 3. Principle of Mining Co–location Patterns ,Chapter 4 Manifold Learning Co–location Pattern Mining, Chapter 5. Maximal Instance Co–location Pattern Mining Algorithm, Chapter 6. Negative Co–location Pattern Mining Algorithm, Chapter 7. Application of Mining Co–location Patterns in Pavement Management and Rehabilitation, Chapter 8. Application of Mining Co–location Patterns in Buffer Analysis, Chapter 9. Application of Mining Co–location Patterns in Remotely Sensed Imagery Classification
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 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 5 books and has published more than 300 papers in peer-reviewed journals and conference proceedings.