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Automating the analysis of spatial grids : a practical guide to data mining geospatial images for human & environmental applications

Author: Valliappa Lakshmanan
Publisher: Dordrecht ; London : Springer, 2012.
Series: Geotechnologies and the environment, 6
Edition/Format:   eBook : Document : EnglishView all editions and formats
Summary:

Our ability to create algorithms for automatically processing gridded spatial data is increasingly important as the volume of remotely sensed imagery expands. This text provides a comprehensive  Read more...

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Additional Physical Format: Automating the analysis of spatial grids
(NL-LeOCL)341509973
Material Type: Document
Document Type: Book, Computer File
All Authors / Contributors: Valliappa Lakshmanan
ISBN: 9789400740754 9400740751 9789400740747 9400740743
OCLC Number: 801448574
Description: 1 online resource (1 v.) : illustrations (some color).
Contents: Automated Analysis of Spatial Grids: Motivation and Challenges.--Geographic Information Systems.--GIS Operations.--Need for Automation.--Spatial Grids.--Challenges in Automated Analysis.--Spatial Data Mining Algorithms.-Geospatial grids.--Representation.--Linearity of data values.--Instrument geometry.--Gridding point observations.--Rasterization.--Example Applications.-Data Structures for Spatial Grids.--Array.--Pixels.--Level set.--Topographical surface.--Markov chain.--Matrix.--Parametric approximation.--Relational structure.--Applications.-Global and Local Image Statistics.--Types of statistics.--Distances.--Distance transform.--Probability Functions.--Local measures.--Example Applications.-Neighborhood and Window Operations.--Preprocessing.--Window operations.--Median filter.--Morphological operations.--Skeletonization.--Frequency Domain Convolution.--Example Applications.-Identifying Objects.--Object identification.--Region growing.--Region properties.--Hysteresis.--Active contours.--Watershed Transform.--Enhanced watershed.--Contiguity-enhanced Clustering.--Choosing an object-identification technique.--Example Applications.-Change and Motion Estimation.--Estimating change.--Optical Flow.--Object-tracking.--Choosing a change or motion estimation technique.--Example Applications.-Data Mining Attributes from Spatial Grids.--Data Mining.--A Fuzzy Logic Application.--Supervised learning models.--Clustering.--Example Applications.
Series Title: Geotechnologies and the environment, 6
Responsibility: Valliappa Lakshmanan.

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