Automating the Analysis of Spatial Grids
A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications
Authors: Lakshmanan, Valliappa
Free Preview- Contains a distillation of practical techniques from multiple fields
- Features techniques illustrated on an easy to understand (and included) population density data set
- Includes software implementation in Java of the techniques described in the text
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- About this book
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The ability to create automated algorithms to process gridded spatial data is increasingly important as remotely sensed datasets increase in volume and frequency. Whether in business, social science, ecology, meteorology or urban planning, the ability to create automated applications to analyze and detect patterns in geospatial data is increasingly important. This book provides students with a foundation in topics of digital image processing and data mining as applied to geospatial datasets. The aim is for readers to be able to devise and implement automated techniques to extract information from spatial grids such as radar, satellite or high-resolution survey imagery.
- About the authors
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Dr. Valliappa Lakshmanan is an expert in machine intelligence R&D for meteorological applications, and in designing and developing large-scale software systems. He is skilled in communicating technical and non-technical material to diverse audiences. He has studied at the Indian Institute of Technology in Madras, the Ohio State University in Columbus and the University of Oklahoma.
Dr. Lakshmanan is currently employed as a Research Scientist at CIMMS, being the technical lead on several software projects and research groups.
He also develops automated real-time pattern recognition algorithms and visualization techniques for weather phenomena.
He has (co-)written many journal articles.
- Table of contents (8 chapters)
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Automated Analysis of Spatial Grids: Motivation and Challenges
Pages 1-18
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Geospatial Grids
Pages 19-66
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Data Structures for Spatial Grids
Pages 67-89
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Global and Local Image Statistics
Pages 91-128
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Neighborhood and Window Operations
Pages 129-172
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Table of contents (8 chapters)
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Bibliographic Information
- Bibliographic Information
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- Book Title
- Automating the Analysis of Spatial Grids
- Book Subtitle
- A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications
- Authors
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- Valliappa Lakshmanan
- Series Title
- Geotechnologies and the Environment
- Series Volume
- 6
- Copyright
- 2012
- Publisher
- Springer Netherlands
- Copyright Holder
- Springer Science+Business Media Dordrecht.
- eBook ISBN
- 978-94-007-4075-4
- DOI
- 10.1007/978-94-007-4075-4
- Hardcover ISBN
- 978-94-007-4074-7
- Softcover ISBN
- 978-94-017-7940-1
- Series ISSN
- 2365-0575
- Edition Number
- 1
- Number of Pages
- X, 320
- Topics
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