The Resource Automating the Analysis of Spatial Grids : A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications, by Valliappa Lakshmanan, (electronic resource)

Automating the Analysis of Spatial Grids : A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications, by Valliappa Lakshmanan, (electronic resource)

Label
Automating the Analysis of Spatial Grids : A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications
Title
Automating the Analysis of Spatial Grids
Title remainder
A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications
Statement of responsibility
by Valliappa Lakshmanan
Creator
Author
Author
Subject
Language
  • eng
  • eng
Summary
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
Member of
http://library.link/vocab/creatorName
Lakshmanan, Valliappa
Dewey number
910.285
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsaut
ErXCCOmkMP0
Language note
English
LC call number
TA703-705.4
Literary form
non fiction
Nature of contents
dictionaries
Series statement
Geotechnologies and the Environment,
Series volume
6
http://library.link/vocab/subjectName
  • Geographical information systems
  • Data mining
  • Geography
  • Geotechnical Engineering & Applied Earth Sciences
  • Geographical Information Systems/Cartography
  • Data Mining and Knowledge Discovery
  • Earth Sciences, general
Label
Automating the Analysis of Spatial Grids : A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications, by Valliappa Lakshmanan, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
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
Dimensions
unknown
Edition
1st ed. 2012.
Extent
1 online resource (327 p.)
Form of item
online
Isbn
9789400740754
Media category
computer
Media type code
c
Other control number
10.1007/978-94-007-4075-4
Specific material designation
remote
System control number
  • (CKB)3190000000023942
  • (EBL)971433
  • (OCoLC)796783677
  • (SSID)ssj0000694928
  • (PQKBManifestationID)11446272
  • (PQKBTitleCode)TC0000694928
  • (PQKBWorkID)10670175
  • (PQKB)11497738
  • (DE-He213)978-94-007-4075-4
  • (MiAaPQ)EBC971433
  • (EXLCZ)993190000000023942
Label
Automating the Analysis of Spatial Grids : A Practical Guide to Data Mining Geospatial Images for Human & Environmental Applications, by Valliappa Lakshmanan, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
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
Dimensions
unknown
Edition
1st ed. 2012.
Extent
1 online resource (327 p.)
Form of item
online
Isbn
9789400740754
Media category
computer
Media type code
c
Other control number
10.1007/978-94-007-4075-4
Specific material designation
remote
System control number
  • (CKB)3190000000023942
  • (EBL)971433
  • (OCoLC)796783677
  • (SSID)ssj0000694928
  • (PQKBManifestationID)11446272
  • (PQKBTitleCode)TC0000694928
  • (PQKBWorkID)10670175
  • (PQKB)11497738
  • (DE-He213)978-94-007-4075-4
  • (MiAaPQ)EBC971433
  • (EXLCZ)993190000000023942

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