Handbook of geospatial artificial intelligence:
"This comprehensive handbook covers Geospatial Artificial intelligence (GeoAI) which is the integration of geospatial studies and AI using deep learning and knowledge graph technologies. It explains fundamental concepts, methods, models, and technologies of GeoAI, and discusses the recent advan...
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Weitere Verfasser: | |
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boca Raton ; London ; New York
CRC Press
2024
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| Ausgabe: | First edition |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Zusammenfassung: | "This comprehensive handbook covers Geospatial Artificial intelligence (GeoAI) which is the integration of geospatial studies and AI using deep learning and knowledge graph technologies. It explains fundamental concepts, methods, models, and technologies of GeoAI, and discusses the recent advances, research tools, and applications that range from environmental observation and social sensing to natural disaster responses. As the first single volume on this fast-emerging domain, it is an excellent resource for educators, students, researchers, and practitioners utilizing GeoAI"-- |
| Beschreibung: | xx, 448 Seiten Illustrationen, Diagramme, Karten (teilweise farbig) |
| ISBN: | 9781032311661 9781032311678 |
Internformat
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| 245 | 1 | 0 | |a Handbook of geospatial artificial intelligence |c edited by Song Gao, Yingjie Hu, and Wenwen Li |
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Datensatz im Suchindex
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Contents Acknowledgments.ix Foreword. xi Editors.XV Contributors. xvii SECTION / Historical Roots of GeoAl Chapter 1 Introduction to Geospatial Artificial Intelligence (GeoAl). 3 Song Gao. Yingjie Hu, and Wenwen Li Chapter 2 GeoAVs Thousand-Year History. 17 Helen Couclelis Chapter 3 Philosophical Foundations of GeoAl. 26 Krzysztof Janowicz SECTION II GeoAl Methods Chapter 4 GeoAl Methodological Foundations: Deep Neural Networks and Knowledge Graphs.45 Song Gao, Jinmeng Rao. Yunlei Liang, Yuhao Kang, JiaweiZhu, and Rui Zhu Chapter 5 GeoAl for Spatial Image Processing. 75 Samantha T. Arundel. Kevin G. McKeehan. Wenwen Li. and Zhining Gu
vi Chapter 6 Contents Spatial Representation Learning in . 99 Genge hen Mai. Zi\nan l.i. and Xi Lao Chapter 7 Intelligent Spatial Prediction and Interpolation Methods. 121 Di Zhu anZ (iuoft n^ ( c , Chapter 8 Heterogeneity -Aw are Deep Learning in Space: Performance and fairness. 151 Yiqun Xie. Nidoi I Ji, II i he ('/it fi. and I he He Chapter 9 Explainability in GeoAl . 177 Xinuny Cheng. Mir Xiaher. Achan Schedin. Leila Amts. Monique s. Klglinsch. Mii/oiech Siam k. and Jackie Ma Chapter 10 Spatial Cross-Validation for . 201 Kai Sun, Yin^/ie Hu. Gam Mi Iakhunpal, and K\an Zhenqi ZJum SECTION 111 CcoAl Applications Chapter 11 CicoAl for the Digitization of Historical Maps. 217 Yao-Yi k'hhin^. Muh.io Chen. Wt iwc i Du.:n. ina Kim. Craiy A. Knoblock. Sielon I ek. Zekun I i. Yiiun I in. Min .\.;m^itn\;. Kasel Shbira. and Johannes H. I hl Chapter 12 Spatiotemporal A1 for Transportation. 248 Tao Chen^. Jeunes Hcaorth. and Mustafa Can (\-kiin Chapter 13 GeoAl for Humanitarian Assistance. 260 Philipe A. Dias. Thoma: Kolas a shi- Can iiUnwi. Sarah Wal ters. Pier Pra:ier. Carson Woods. Srcelekha Ciit^^ilani. Daniel Ad.ms, Abhishek P^inis. and Dalton Lunya Chapter 14 GeoAl for Disaster
Response. I.ei Z.ou. Ali Mostafasi. Tiny Zhou. Kinbin [.in. Debasan Mandal. Sfin^:hen^ )anu. Joynal Abedin, and Heny Cai
vii Contents Chapter 15 GeoAI for Public Health. o5 Andreas Züfie, Taylor Anderson, Hamdi Kavak. Dieter Pfoser, JoonSeok Kim, and Amira Ruess Chapter 16 GeoAI for Agriculture.330 Chishan Zhang, Chunyuan Diao, and Tianci Guo Chapter 17 GeoAI for Urban Sensing. 351 Filip Biljecki SECTION IV Perspectives for the Future of GeoAI Chapter 18 Reproducibility and Replicability in GcoAI. 369 Peter Kedron, Tyler D. Hoffman, and Sarah Bardin Chapter 19 Privacy and Ethics in GeoAI. 3X8 Grant McKenzie, Hongyu Zhang, and Sébastien Gambs Chapter 20 A Humanistic Future of GcoAI. 406 Bo Zhao and Jiaxin Feng Chapter 21 Fast Forward from Data to Insight: (Geographic) Knowledge Graphs and Their Applications. 411 Krzysztof Janowicz, Kitty Currier, Cogan Shimizu, Rui Zhu, Meilin Shi, Colby K. Fisher, Dean Rehberger, Pascal Hitzler. Zilong Liu, and Shirty Stephen Chapter 22 Forward Thinking on GeoAI. 427 Shawn Newsam Index. Ί35 |
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| dewey-full | 910.285/63 |
| dewey-hundreds | 900 - History & geography |
| dewey-ones | 910 - Geography and travel |
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| dewey-tens | 910 - Geography and travel |
| discipline | Geographie |
| edition | First edition |
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| isbn | 9781032311661 9781032311678 |
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| spelling | Handbook of geospatial artificial intelligence edited by Song Gao, Yingjie Hu, and Wenwen Li Geospatial artificial intelligence First edition Boca Raton ; London ; New York CRC Press 2024 xx, 448 Seiten Illustrationen, Diagramme, Karten (teilweise farbig) txt rdacontent n rdamedia nc rdacarrier "This comprehensive handbook covers Geospatial Artificial intelligence (GeoAI) which is the integration of geospatial studies and AI using deep learning and knowledge graph technologies. It explains fundamental concepts, methods, models, and technologies of GeoAI, and discusses the recent advances, research tools, and applications that range from environmental observation and social sensing to natural disaster responses. As the first single volume on this fast-emerging domain, it is an excellent resource for educators, students, researchers, and practitioners utilizing GeoAI"-- Künstliche Intelligenz (DE-588)4033447-8 gnd rswk-swf Raumdaten (DE-588)4206012-6 gnd rswk-swf Geodateninfrastruktur (DE-588)7566777-0 gnd rswk-swf Geospatial data Artificial intelligence (DE-588)4143413-4 Aufsatzsammlung gnd-content Künstliche Intelligenz (DE-588)4033447-8 s Raumdaten (DE-588)4206012-6 s Geodateninfrastruktur (DE-588)7566777-0 s DE-604 Gao, Song (DE-588)1299014887 aut edt win Hu, Yingjie edt win Li, Wenwen (DE-588)1277186189 edt aut win Erscheint auch als Online-Ausgabe 978-1-003-30842-3 (DE-604)BV049756217 Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=034953881&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Handbook of geospatial artificial intelligence Künstliche Intelligenz (DE-588)4033447-8 gnd Raumdaten (DE-588)4206012-6 gnd Geodateninfrastruktur (DE-588)7566777-0 gnd Gao, Song Li, Wenwen |
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| title | Handbook of geospatial artificial intelligence |
| title_alt | Geospatial artificial intelligence |
| title_auth | Handbook of geospatial artificial intelligence |
| title_exact_search | Handbook of geospatial artificial intelligence |
| title_exact_search_txtP | Handbook of Geospatial Artificial Intelligence |
| title_full | Handbook of geospatial artificial intelligence edited by Song Gao, Yingjie Hu, and Wenwen Li |
| title_fullStr | Handbook of geospatial artificial intelligence edited by Song Gao, Yingjie Hu, and Wenwen Li |
| title_full_unstemmed | Handbook of geospatial artificial intelligence edited by Song Gao, Yingjie Hu, and Wenwen Li |
| title_short | Handbook of geospatial artificial intelligence |
| title_sort | handbook of geospatial artificial intelligence |
| topic | Künstliche Intelligenz (DE-588)4033447-8 gnd Raumdaten (DE-588)4206012-6 gnd Geodateninfrastruktur (DE-588)7566777-0 gnd |
| topic_facet | Künstliche Intelligenz Raumdaten Geodateninfrastruktur Aufsatzsammlung |
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