Borrow it
Coverart for item
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)

Creator
Author
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
Language
  • eng
  • eng
Work
Publication
Edition
1st ed. 2012.
Extent
1 online resource (327 p.)
Note
Description based upon print version of record
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
Isbn
9789400740754
Instance
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

Subject

Member of

Library Locations

  • Albert D. Cohen Management LibraryBorrow it
    181 Freedman Crescent, Winnipeg, MB, R3T 5V4, CA
    49.807878 -97.129961
  • Architecture/Fine Arts LibraryBorrow it
    84 Curry Place, Winnipeg, MB, CA
    49.807716 -97.136226
  • Archives and Special CollectionsBorrow it
    25 Chancellors Circle (Elizabeth Dafoe Library), Room 330, Winnipeg, MB, R3T 2N2, CA
    49.809961 -97.131878
  • Bibliothèque Alfred-Monnin (Université de Saint-Boniface)Borrow it
    200, avenue de la Cathédrale, Local 2110, Winnipeg, MB, R2H 0H7, CA
    49.888861 -97.119735
  • Bill Larson Library (Grace Hospital)Borrow it
    300 Booth Drive, G-227, Winnipeg, MB, R3J 3M7, CA
    49.882400 -97.276436
  • Carolyn Sifton - Helene Fuld Library (St. Boniface General Hospital)Borrow it
    409 Tache Avenue, Winnipeg, MB, R2H 2A6, CA
    49.883388 -97.126050
  • Concordia Hospital LibraryBorrow it
    1095 Concordia Avenue, Winnipeg, MB, R2K 3S8, CA
    49.913252 -97.064683
  • Donald W. Craik Engineering LibraryBorrow it
    75B Chancellors Circle (Engineering Building E3), Room 361, Winnipeg, MB, R3T 2N2, CA
    49.809053 -97.133292
  • E.K. Williams Law LibraryBorrow it
    224 Dysart Road, Winnipeg, MB, R3T 5V4, CA
    49.811829 -97.131017
  • Eckhardt-Gramatté Music LibraryBorrow it
    136 Dafoe Road (Taché Arts Complex), Room 257, Winnipeg, MB, R3T 2N2, CA
    49.807964 -97.132222
  • Elizabeth Dafoe LibraryBorrow it
    25 Chancellors Circle, Winnipeg, MB, R3T 2N2, CA
    49.809961 -97.131878
  • Fr. H. Drake Library (St. Paul's College)Borrow it
    70 Dysart Road, Winnipeg, MB, R3T 2M6, CA
    49.810605 -97.138184
  • J.W. Crane Memorial Library (Deer Lodge Centre)Borrow it
    2109 Portage Avenue, Winnipeg, MB, R3J 0L3, CA
    49.878000 -97.235520
  • Libraries Annex (not open to the public; please see web page for details)Borrow it
    25 Chancellors Circle (in the Elizabeth Dafoe Library), Winnipeg, MB, R3T 2N2, CA
    49.809961 -97.131878
  • Neil John Maclean Health Sciences LibraryBorrow it
    727 McDermot Avenue (Brodie Centre), 200 Level, Winnipeg, MB, R3E 3P5, CA
    49.903563 -97.160554
  • Sciences and Technology LibraryBorrow it
    186 Dysart Road, Winnipeg, MB, R3T 2M8, CA
    49.811526 -97.133257
  • Seven Oaks General Hospital LibraryBorrow it
    2300 McPhillips Street, Winnipeg, MB, R2V 3M3, CA
    49.955177 -97.148865
  • Sister St. Odilon Library (Misericordia Health Centre)Borrow it
    99 Cornish Avenue, Winnipeg, MB, R3C 1A2, CA
    49.879592 -97.160425
  • St. John's College LibraryBorrow it
    92 Dysart Road, Winnipeg, MB, R3T 2M5, CA
    49.811242 -97.137156
  • Victoria General Hospital LibraryBorrow it
    2340 Pembina Highway, Winnipeg, MB, R3T 2E8, CA
    49.806755 -97.152739
  • William R Newman Library (Agriculture)Borrow it
    66 Dafoe Road, Winnipeg, MB, R3T 2R3, CA
    49.806936 -97.135525

Library Links

Zepheira Logo
Structured data from the Bibframe namespace is licensed under the Creative Commons Attribution 4.0 International License by University of Manitoba Libraries. Additional terms may apply to data associated with third party namespaces.
Processing Feedback ...