Spatial Data Mining: Theory and Application
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Datensatz im Suchindex
| _version_ | 1819276416511901696 |
|---|---|
| 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.
|
| any_adam_object | 1 |
| author | Li, Deren Wang, Shuliang 1974- Li, Deyi 1944- |
| author_GND | (DE-588)1102188506 (DE-588)1102188735 |
| author_facet | Li, Deren Wang, Shuliang 1974- Li, Deyi 1944- |
| author_role | aut aut aut |
| author_sort | Li, Deren |
| author_variant | d l dl s w sw d l dl |
| building | Verbundindex |
| bvnumber | BV043504226 |
| classification_rvk | RB 10239 ST 270 |
| collection | ZDB-2-SCS |
| ctrlnum | (ZDB-2-SCS)978-3-662-48538-5 (OCoLC)946155473 (DE-599)BVBBV043504226 |
| dewey-full | 006.312 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.312 |
| dewey-search | 006.312 |
| dewey-sort | 16.312 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik Geographie |
| doi_str_mv | 10.1007/978-3-662-48538-5 |
| format | Electronic eBook |
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| id | DE-604.BV043504226 |
| illustrated | Not Illustrated |
| indexdate | 2024-12-20T17:38:05Z |
| institution | BVB |
| isbn | 9783662485385 |
| language | English |
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| owner | DE-355 DE-BY-UBR DE-19 DE-BY-UBM DE-Aug4 DE-861 DE-M347 DE-573 DE-859 DE-703 DE-473 DE-BY-UBG DE-29 DE-20 DE-634 DE-92 DE-739 DE-860 |
| owner_facet | DE-355 DE-BY-UBR DE-19 DE-BY-UBM DE-Aug4 DE-861 DE-M347 DE-573 DE-859 DE-703 DE-473 DE-BY-UBG DE-29 DE-20 DE-634 DE-92 DE-739 DE-860 |
| 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 |
| 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 |