Spatiotemporal analytics:
Cover -- Half Title -- Title Page -- Copyright Page -- Table of Contents -- Editor -- Contributors -- Chapter 1 Introduction to Spatiotemporal Analytics -- 1.1 From Spatial Analytics to Spatiotemporal Analytics -- 1.2 Spatial Dependency and Spatiotemporal Dependency Among Geographic Events or Object...
Gespeichert in:
| Weitere Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boca Raton
CRC Press
2023
|
| Ausgabe: | First edition |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Zusammenfassung: | Cover -- Half Title -- Title Page -- Copyright Page -- Table of Contents -- Editor -- Contributors -- Chapter 1 Introduction to Spatiotemporal Analytics -- 1.1 From Spatial Analytics to Spatiotemporal Analytics -- 1.2 Spatial Dependency and Spatiotemporal Dependency Among Geographic Events or Objects -- 1.3 Space-Time Dependency -- 1.4 Concluding Remarks -- References -- Chapter 2 Spatiotemporal Centrography and Dispersion -- 2.1 Introduction -- 2.2 Review of Relevant Literature -- 2.3 Analytical Methods -- 2.3.1 Centrography of Spatiotemporal Points -- 2.3.1.1 Spatiotemporal Mean Center -- 2.3.1.2 Weighted Spatiotemporal Mean Center -- 2.3.1.3 Changes in Spatiotemporal Mean Centers -- 2.3.2 Dispersion of Spatiotemporal Points -- 2.3.2.1 Standard Spatiotemporal Distance -- 2.3.2.2 Standard Spherical Volume -- 2.4 Application Example -- 2.5 Software and Usage -- 2.5.1 Hardware/Software Requirements -- 2.5.2 Software Usage for Spatiotemporal Mean Centers -- 2.5.3 Software Usage for Standard Spatiotemporal Distance -- 2.6 Concluding Remarks -- References -- Chapter 3 Spatiotemporal Quadrat Analytics -- 3.1 Introduction -- 3.2 Review of Relevant Literature -- 3.3 Analytical Methods -- 3.4 Application Example -- 3.5 Software and Usage -- 3.5.1 Hardware/Software Requirements -- 3.5.2 Software Usage for Spatiotemporal Quadrat Analysis -- 3.6 Concluding Remarks -- References -- Chapter 4 Spatiotemporal Nearest Neighbor Analytics -- 4.1 Introduction -- 4.2 Nearest Neighbor Index -- 4.3 Spatiotemporal Nearest Neighbor Index -- 4.3.1 The Time Dimension -- 4.3.2 Space-Time Nearest Neighbor Index -- 4.3.3 STNNI Application -- 4.3.4 Some Final Remarks -- 4.4 Software and Usage -- 4.4.1 Installation and Uninstallation -- 4.4.1.1 Install QGIS and NNI Plugin -- 4.4.1.2 Uninstall -- 4.4.2 Run STNNI and NNI Scripts -- 4.4.2.1 Space-Time Nearest Neighborhood Index. |
| Beschreibung: | x, 256 Seiten Diagramme, Karten |
| ISBN: | 9781032303055 |
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| 520 | 3 | |a Cover -- Half Title -- Title Page -- Copyright Page -- Table of Contents -- Editor -- Contributors -- Chapter 1 Introduction to Spatiotemporal Analytics -- 1.1 From Spatial Analytics to Spatiotemporal Analytics -- 1.2 Spatial Dependency and Spatiotemporal Dependency Among Geographic Events or Objects -- 1.3 Space-Time Dependency -- 1.4 Concluding Remarks -- References -- Chapter 2 Spatiotemporal Centrography and Dispersion -- 2.1 Introduction -- 2.2 Review of Relevant Literature -- 2.3 Analytical Methods -- 2.3.1 Centrography of Spatiotemporal Points -- 2.3.1.1 Spatiotemporal Mean Center -- 2.3.1.2 Weighted Spatiotemporal Mean Center -- 2.3.1.3 Changes in Spatiotemporal Mean Centers -- 2.3.2 Dispersion of Spatiotemporal Points -- 2.3.2.1 Standard Spatiotemporal Distance -- 2.3.2.2 Standard Spherical Volume -- 2.4 Application Example -- 2.5 Software and Usage -- 2.5.1 Hardware/Software Requirements -- 2.5.2 Software Usage for Spatiotemporal Mean Centers -- 2.5.3 Software Usage for Standard Spatiotemporal Distance -- 2.6 Concluding Remarks -- References -- Chapter 3 Spatiotemporal Quadrat Analytics -- 3.1 Introduction -- 3.2 Review of Relevant Literature -- 3.3 Analytical Methods -- 3.4 Application Example -- 3.5 Software and Usage -- 3.5.1 Hardware/Software Requirements -- 3.5.2 Software Usage for Spatiotemporal Quadrat Analysis -- 3.6 Concluding Remarks -- References -- Chapter 4 Spatiotemporal Nearest Neighbor Analytics -- 4.1 Introduction -- 4.2 Nearest Neighbor Index -- 4.3 Spatiotemporal Nearest Neighbor Index -- 4.3.1 The Time Dimension -- 4.3.2 Space-Time Nearest Neighbor Index -- 4.3.3 STNNI Application -- 4.3.4 Some Final Remarks -- 4.4 Software and Usage -- 4.4.1 Installation and Uninstallation -- 4.4.1.1 Install QGIS and NNI Plugin -- 4.4.1.2 Uninstall -- 4.4.2 Run STNNI and NNI Scripts -- 4.4.2.1 Space-Time Nearest Neighborhood Index. | |
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Datensatz im Suchindex
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|---|---|
| adam_text | Contents Editor................................................................................................................vii Contributors..................................................................................................... ix Chapter 1 Introduction to Spatiotemporal Analytics.............................. 1 Jay Lee Chapter 2 Spatiotemporal Centrography and Dispersion...................... 13 Langxue Dang, Jay Lee, and Huiyu Lin Chapter 3 Spatiotemporal Quadrat Analytics........................................ 35 Zhuo Chen Chapter 4 Spatiotemporal Nearest Neighbor Analytics........................ 53 Qingsong Liu and Jay Lee Chapter 5 Spatiotemporal Ripley’s К and L Functions......................... 77 Jay Lee Chapter 6 Spatiotemporal Autocorrelation Analytics............................ 91 Shengwen Li, Xuyang Cheng, Bo Wan, Junfang Gong, and Jay Lee Chapter 7 Spatiotemporal G Statistical Analytics...............................113 Huiyu Lin and Zhuo Chen Chapter 8 Spatiotemporal Kernel Density Estimation......................... 127 Junfang Gong, Zhuang Zeng, Bo Wan, Shengwen Li, and Jay Lee Chapter 9 Spatiotemporally Weighted Regression................................ 145 Bo Huang and Sensen Wu
Contents vi Chapter 10 Spatiotemporal Bayesian Regression.................................... 175 Ortis Yankey, Tao Hu, Han Yue, Peixiao Wang, and Xiao Xu Chapter 11 Spatiotemporal Process Analytics and Simulations......... 207 Moira O’Neill and Jay Lee Chapter 12 Spatiotemporal Analytical Unit Problems...........................233 Langxue Dang, Huiyu Lin, and Jay Lee Index·...............................................................................................................255
Spatiotemporal Analytics This/book introduces·-readers to spatiotemporal·analytes-thatrate; extended from spatial statisticshSpatiotemporat analytics-help analysts tofqüantitatïvèly recognize and : evaluate the spatial patterns and their temporal trends- ofte-set roti geographic events or objects; Spatiotemporal analyses are very important in geography, environmental Spatiotemporal Analytics in very simple termslthe concepts- of spatiaempöratdata tend statitecs,; theories, and methods used. Each chapter introducés a case study as an example application for an in-depth learning process. The software used and the provided codes enable readers not only to learn the analytics but also to use them effectively In their projects. - · J t - ■ , · Provides a comprehensive understanding of spatiotemporal analytics to ; ; l· ; J readers with minimum knowledge in statistics, j y ; · Written in simple, understandable language with step-by-step instructions; , · Includes numerous examples for all theoriesiand methods explained in the ■ • ; book covering a Wide range of applications from different disciplines, c t - i - · - Each application includes a software code needed to follow the instructions. ; i · / Each chapter also has a set of prepared PowerPoM^ i t spatiotemporal analytics instructors explain- the-content I W f - Undergraduate and graduate students who use Geographic Information Systems or study Geographical Information Science will find this book useful. The subject matter is also pertinent toten array of disciplines such as agriculture, anthropology, archaeology,
architecture, biofogy, business administration-and management, civic engineering, criminal justice, epidemioiogy, geography, geology, marketing, political science, and public health, i y I
|
| adam_txt |
Contents Editor.vii Contributors. ix Chapter 1 Introduction to Spatiotemporal Analytics. 1 Jay Lee Chapter 2 Spatiotemporal Centrography and Dispersion. 13 Langxue Dang, Jay Lee, and Huiyu Lin Chapter 3 Spatiotemporal Quadrat Analytics. 35 Zhuo Chen Chapter 4 Spatiotemporal Nearest Neighbor Analytics. 53 Qingsong Liu and Jay Lee Chapter 5 Spatiotemporal Ripley’s К and L Functions. 77 Jay Lee Chapter 6 Spatiotemporal Autocorrelation Analytics. 91 Shengwen Li, Xuyang Cheng, Bo Wan, Junfang Gong, and Jay Lee Chapter 7 Spatiotemporal G Statistical Analytics.113 Huiyu Lin and Zhuo Chen Chapter 8 Spatiotemporal Kernel Density Estimation. 127 Junfang Gong, Zhuang Zeng, Bo Wan, Shengwen Li, and Jay Lee Chapter 9 Spatiotemporally Weighted Regression. 145 Bo Huang and Sensen Wu
Contents vi Chapter 10 Spatiotemporal Bayesian Regression. 175 Ortis Yankey, Tao Hu, Han Yue, Peixiao Wang, and Xiao Xu Chapter 11 Spatiotemporal Process Analytics and Simulations. 207 Moira O’Neill and Jay Lee Chapter 12 Spatiotemporal Analytical Unit Problems.233 Langxue Dang, Huiyu Lin, and Jay Lee Index·.255
Spatiotemporal Analytics This/book 'introduces·-readers to 'spatiotemporal·analytes-thatrate; extended from spatial statisticshSpatiotemporat analytics-help analysts tofqüantitatïvèly'recognize and : evaluate the spatial patterns and their temporal trends- ofte-set roti geographic events or objects; Spatiotemporal analyses are very important in geography, environmental Spatiotemporal Analytics in very simple termslthe concepts- of spatiaempöratdata tend statitecs,; theories, and methods used. Each chapter introducés a case study as an example application for an in-depth learning process. The software used and the provided codes enable readers not only to learn the analytics but also to use them effectively In their projects. - · J t - ■ , · Provides a comprehensive understanding of spatiotemporal analytics to ; ; l· ; J readers with minimum knowledge in statistics, j y ; · Written in simple, understandable language with step-by-step instructions;', · Includes numerous examples for all theoriesiand methods explained in the ■ ' • ; book covering a Wide range of applications from different disciplines, "c t - i - · - Each application includes a software code needed to follow the instructions. ; i · / Each chapter also has a set of prepared PowerPoM^ i t spatiotemporal analytics instructors explain- the-content I W f - Undergraduate and graduate students who use Geographic Information Systems or study Geographical Information Science will find this 'book useful. The' subject matter is also pertinent toten array of disciplines such as agriculture, anthropology, archaeology,
architecture, biofogy, business administration-and management, civic engineering, criminal justice, epidemioiogy, geography, geology, marketing, political science, and public health, i y I |
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| discipline | Geographie |
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| publisher | CRC Press |
| record_format | marc |
| spelling | Spatiotemporal analytics Jay Lee [editor] First edition Boca Raton CRC Press 2023 x, 256 Seiten Diagramme, Karten txt rdacontent n rdamedia nc rdacarrier Cover -- Half Title -- Title Page -- Copyright Page -- Table of Contents -- Editor -- Contributors -- Chapter 1 Introduction to Spatiotemporal Analytics -- 1.1 From Spatial Analytics to Spatiotemporal Analytics -- 1.2 Spatial Dependency and Spatiotemporal Dependency Among Geographic Events or Objects -- 1.3 Space-Time Dependency -- 1.4 Concluding Remarks -- References -- Chapter 2 Spatiotemporal Centrography and Dispersion -- 2.1 Introduction -- 2.2 Review of Relevant Literature -- 2.3 Analytical Methods -- 2.3.1 Centrography of Spatiotemporal Points -- 2.3.1.1 Spatiotemporal Mean Center -- 2.3.1.2 Weighted Spatiotemporal Mean Center -- 2.3.1.3 Changes in Spatiotemporal Mean Centers -- 2.3.2 Dispersion of Spatiotemporal Points -- 2.3.2.1 Standard Spatiotemporal Distance -- 2.3.2.2 Standard Spherical Volume -- 2.4 Application Example -- 2.5 Software and Usage -- 2.5.1 Hardware/Software Requirements -- 2.5.2 Software Usage for Spatiotemporal Mean Centers -- 2.5.3 Software Usage for Standard Spatiotemporal Distance -- 2.6 Concluding Remarks -- References -- Chapter 3 Spatiotemporal Quadrat Analytics -- 3.1 Introduction -- 3.2 Review of Relevant Literature -- 3.3 Analytical Methods -- 3.4 Application Example -- 3.5 Software and Usage -- 3.5.1 Hardware/Software Requirements -- 3.5.2 Software Usage for Spatiotemporal Quadrat Analysis -- 3.6 Concluding Remarks -- References -- Chapter 4 Spatiotemporal Nearest Neighbor Analytics -- 4.1 Introduction -- 4.2 Nearest Neighbor Index -- 4.3 Spatiotemporal Nearest Neighbor Index -- 4.3.1 The Time Dimension -- 4.3.2 Space-Time Nearest Neighbor Index -- 4.3.3 STNNI Application -- 4.3.4 Some Final Remarks -- 4.4 Software and Usage -- 4.4.1 Installation and Uninstallation -- 4.4.1.1 Install QGIS and NNI Plugin -- 4.4.1.2 Uninstall -- 4.4.2 Run STNNI and NNI Scripts -- 4.4.2.1 Space-Time Nearest Neighborhood Index. Geoinformatik (DE-588)7571300-7 gnd rswk-swf Raum-Zeit-System (DE-588)4127858-6 gnd rswk-swf Räumliche Statistik (DE-588)4386767-4 gnd rswk-swf Zeitintervall (DE-588)4190608-1 gnd rswk-swf Geostatistik (DE-588)4020279-3 gnd rswk-swf Geoinformationssystem (DE-588)4261642-6 gnd rswk-swf (DE-588)4143413-4 Aufsatzsammlung gnd-content Geostatistik (DE-588)4020279-3 s Geoinformationssystem (DE-588)4261642-6 s Zeitintervall (DE-588)4190608-1 s DE-604 Raum-Zeit-System (DE-588)4127858-6 s Räumliche Statistik (DE-588)4386767-4 s Geoinformatik (DE-588)7571300-7 s Lee, Jay 1957- (DE-588)134213017 edt Äquivalent Druck-Ausgabe, Paperback 978-1-032-30306-2 Erscheint auch als Online-Ausgabe 978-1-003-30439-5 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=034235198&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 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=034235198&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Spatiotemporal analytics Geoinformatik (DE-588)7571300-7 gnd Raum-Zeit-System (DE-588)4127858-6 gnd Räumliche Statistik (DE-588)4386767-4 gnd Zeitintervall (DE-588)4190608-1 gnd Geostatistik (DE-588)4020279-3 gnd Geoinformationssystem (DE-588)4261642-6 gnd |
| subject_GND | (DE-588)7571300-7 (DE-588)4127858-6 (DE-588)4386767-4 (DE-588)4190608-1 (DE-588)4020279-3 (DE-588)4261642-6 (DE-588)4143413-4 |
| title | Spatiotemporal analytics |
| title_auth | Spatiotemporal analytics |
| title_exact_search | Spatiotemporal analytics |
| title_exact_search_txtP | Spatiotemporal analytics |
| title_full | Spatiotemporal analytics Jay Lee [editor] |
| title_fullStr | Spatiotemporal analytics Jay Lee [editor] |
| title_full_unstemmed | Spatiotemporal analytics Jay Lee [editor] |
| title_short | Spatiotemporal analytics |
| title_sort | spatiotemporal analytics |
| topic | Geoinformatik (DE-588)7571300-7 gnd Raum-Zeit-System (DE-588)4127858-6 gnd Räumliche Statistik (DE-588)4386767-4 gnd Zeitintervall (DE-588)4190608-1 gnd Geostatistik (DE-588)4020279-3 gnd Geoinformationssystem (DE-588)4261642-6 gnd |
| topic_facet | Geoinformatik Raum-Zeit-System Räumliche Statistik Zeitintervall Geostatistik Geoinformationssystem Aufsatzsammlung |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=034235198&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=034235198&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT leejay spatiotemporalanalytics |