Holdings: Spatial Data Mining

Spatial Data Mining: Theory and Application

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Bibliographic Details
Main Authors:	Li, Deren (Author), Wang, Shuliang 1974- (Author), Li, Deyi 1944- (Author)
Format:	Electronic eBook
Language:	English
Published:	Berlin ; Heidelberg Springer 2015
Subjects:	Computer science Data mining Artificial intelligence Remote sensing Computer Science Data Mining and Knowledge Discovery Remote Sensing/Photogrammetry Artificial Intelligence (incl. Robotics) Informatik Künstliche Intelligenz Geoinformation Räumliches Datenbanksystem Data Mining
Online Access:	BTU01 FHA01 FHI01 FHM01 FHN01 FKE01 FLA01 FRO01 UBG01 UBM01 UBR01 UBT01 UBW01 UER01 UPA01 Volltext Abstract
Item Description:	Translation from the Chinese language second edition: 空间数据挖掘理论与应用 (第二版) by Deren Li, Shuliang Wang, Deyi Li, © Science Press 2013
Physical Description:	1 Online-Ressource (XXVIII, 308 p. 103 illus., 81 illus. in color)
ISBN:	9783662485385
DOI:	10.1007/978-3-662-48538-5

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adam_text	SPATIAL DATA MINING / LI, DEREN : 2015 ABSTRACT / INHALTSTEXT THIS BOOK IS AN UPDATED VERSION OF A WELL-RECEIVED BOOK PREVIOUSLY PUBLISHED IN CHINESE BY SCIENCE PRESS OF CHINA (THE FIRST EDITION IN 2006 AND THE SECOND IN 2013). IT OFFERS A SYSTEMATIC AND PRACTICAL OVERVIEW OF SPATIAL DATA MINING, WHICH COMBINES COMPUTER SCIENCE AND GEO-SPATIAL INFORMATION SCIENCE, ALLOWING EACH FIELD TO PROFIT FROM THE KNOWLEDGE AND TECHNIQUES OF THE OTHER. TO ADDRESS THE SPATIOTEMPORAL SPECIALTIES OF SPATIAL DATA, THE AUTHORS INTRODUCE THE KEY CONCEPTS AND ALGORITHMS OF THE DATA FIELD, CLOUD MODEL, MINING VIEW, AND DEREN LI METHODS. THE DATA FIELD METHOD CAPTURES THE INTERACTIONS BETWEEN SPATIAL OBJECTS BY DIFFUSING THE DATA CONTRIBUTION FROM A UNIVERSE OF SAMPLES TO A UNIVERSE OF POPULATION, THEREBY BRIDGING THE GAP BETWEEN THE DATA MODEL AND THE RECOGNITION MODEL. THE CLOUD MODEL IS A QUALITATIVE METHOD THAT UTILIZES QUANTITATIVE NUMERICAL CHARACTERS TO BRIDGE THE GAP BETWEEN PURE DATA AND LINGUISTIC CONCEPTS. THE MINING VIEW METHOD DISCRIMINATES THE DIFFERENT REQUIREMENTS BY USING SCALE, HIERARCHY, AND GRANULARITY IN ORDER TO UNCOVER THE ANISOTROPY OF SPATIAL DATA MINING. THE DEREN LI METHOD PERFORMS DATA PREPROCESSING TO PREPARE IT FOR FURTHER KNOWLEDGE DISCOVERY BY SELECTING A WEIGHT FOR ITERATION IN ORDER TO CLEAN THE OBSERVED SPATIAL DATA AS MUCH AS POSSIBLE. IN ADDITION TO THE ESSENTIAL ALGORITHMS AND TECHNIQUES, THE BOOK PROVIDES APPLICATION EXAMPLES OF SPATIAL DATA MINING IN GEOGRAPHIC INFORMATION SCIENCE AND REMOTE SENSING. THE PRACTICAL PROJECTS INCLUDE SPATIOTEMPORAL VIDEO DATA MINING FOR PROTECTING PUBLIC SECURITY, SERIAL IMAGE MINING ON NIGHTTIME LIGHTS FOR ASSESSING THE SEVERITY OF THE SYRIAN CRISIS, AND THE APPLICATIONS IN THE GOVERNMENT PROJECT ‘THE BELT AND ROAD INITIATIVES’. P DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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author	Li, Deren Wang, Shuliang 1974- Li, Deyi 1944-
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physical	1 Online-Ressource (XXVIII, 308 p. 103 illus., 81 illus. in color)
psigel	ZDB-2-SCS ZDB-2-SCS_2015
publishDate	2015
publishDateSearch	2015
publishDateSort	2015
publisher	Springer
record_format	marc
spelling	Li, Deren Verfasser aut Spatial Data Mining Theory and Application by Deren Li, Shuliang Wang, Deyi Li Berlin ; Heidelberg Springer 2015 1 Online-Ressource (XXVIII, 308 p. 103 illus., 81 illus. in color) txt rdacontent c rdamedia cr rdacarrier Translation from the Chinese language second edition: 空间数据挖掘理论与应用 (第二版) by Deren Li, Shuliang Wang, Deyi Li, © Science Press 2013 Computer science Data mining Artificial intelligence Remote sensing Computer Science Data Mining and Knowledge Discovery Remote Sensing/Photogrammetry Artificial Intelligence (incl. Robotics) Informatik Künstliche Intelligenz Geoinformation (DE-588)4429674-5 gnd rswk-swf Räumliches Datenbanksystem (DE-588)4232580-8 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Data Mining (DE-588)4428654-5 s Räumliches Datenbanksystem (DE-588)4232580-8 s DE-604 Geoinformation (DE-588)4429674-5 s 1\p DE-604 Wang, Shuliang 1974- Verfasser (DE-588)1102188506 aut Li, Deyi 1944- Verfasser (DE-588)1102188735 aut Erscheint auch als Druckausgabe 978-3-662-48536-1 https://doi.org/10.1007/978-3-662-48538-5 Verlag URL des Erstveröffentlichers Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028920571&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Abstract 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk
spellingShingle	Li, Deren Wang, Shuliang 1974- Li, Deyi 1944- Spatial Data Mining Theory and Application Computer science Data mining Artificial intelligence Remote sensing Computer Science Data Mining and Knowledge Discovery Remote Sensing/Photogrammetry Artificial Intelligence (incl. Robotics) Informatik Künstliche Intelligenz Geoinformation (DE-588)4429674-5 gnd Räumliches Datenbanksystem (DE-588)4232580-8 gnd Data Mining (DE-588)4428654-5 gnd
subject_GND	(DE-588)4429674-5 (DE-588)4232580-8 (DE-588)4428654-5
title	Spatial Data Mining Theory and Application
title_auth	Spatial Data Mining Theory and Application
title_exact_search	Spatial Data Mining Theory and Application
title_full	Spatial Data Mining Theory and Application by Deren Li, Shuliang Wang, Deyi Li
title_fullStr	Spatial Data Mining Theory and Application by Deren Li, Shuliang Wang, Deyi Li
title_full_unstemmed	Spatial Data Mining Theory and Application by Deren Li, Shuliang Wang, Deyi Li
title_short	Spatial Data Mining
title_sort	spatial data mining theory and application
title_sub	Theory and Application
topic	Computer science Data mining Artificial intelligence Remote sensing Computer Science Data Mining and Knowledge Discovery Remote Sensing/Photogrammetry Artificial Intelligence (incl. Robotics) Informatik Künstliche Intelligenz Geoinformation (DE-588)4429674-5 gnd Räumliches Datenbanksystem (DE-588)4232580-8 gnd Data Mining (DE-588)4428654-5 gnd
topic_facet	Computer science Data mining Artificial intelligence Remote sensing Computer Science Data Mining and Knowledge Discovery Remote Sensing/Photogrammetry Artificial Intelligence (incl. Robotics) Informatik Künstliche Intelligenz Geoinformation Räumliches Datenbanksystem Data Mining
url	https://doi.org/10.1007/978-3-662-48538-5 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028920571&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
work_keys_str_mv	AT lideren spatialdataminingtheoryandapplication AT wangshuliang spatialdataminingtheoryandapplication AT lideyi spatialdataminingtheoryandapplication

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