Collecting spatial data: optimum design of experiments for random fields ; with 6 tables
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Heidelberg [u.a.]
Physica-Verl.
2001
|
| Edition: | 2., rev. ed. |
| Series: | Contributions to statistics
|
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Item Description: | Spätere Aufl. im Verl. Springer, Berlin [u.a.] erschienen |
| Physical Description: | XII, 196 S. graph. Darst. |
| ISBN: | 3790813338 |
Staff View
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| 245 | 1 | 0 | |a Collecting spatial data |b optimum design of experiments for random fields ; with 6 tables |c Werner G. Müller |
| 250 | |a 2., rev. ed. | ||
| 264 | 1 | |a Heidelberg [u.a.] |b Physica-Verl. |c 2001 | |
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Record in the Search Index
| _version_ | 1804128112437362688 |
|---|---|
| adam_text | Contents
1 Introduction 1
References.......................... 8
2 Fundamentals of Spatial Statistics 9
2.1 Estimation of Spatial Trend................ 11
2.2 Universal Kriging...................... 12
2.3 Local Regression...................... 15
2.4 Variogram Fitting ..................... 21
2.5 Example........................... 24
2.6 Exercises .......................... 28
References.......................... 32
3 Fundamentals of Experimental Design 37
3.1 Information Matrices.................... 39
3.2 Design Criteria....................... 44
3.3 Numerical Algorithms................... 51
3.4 Further Design Topics Useful in the Spatial Setting ... 53
3.5 Example........................... 57
3.6 Exercises .......................... 60
References.......................... 63
4 Exploratory Designs 69
4.1 Deterministic and Random Sampling........... 71
4.2 Space Filling Designs.................... 74
4.3 Designs for Local Regression ............... 77
4.4 Model Discriminating Designs............... 80
4.5 Example........................... 82
4.6 Exercises .......................... 84
References.......................... 87
x Contents
5 Designs for Spatial Trend Estimation 91
5.1 Approximate Information Matrices............92
5.2 Replication-free Designs..................95
5.3 Designs for Correlated Fields...............100
5.4 Designs for Spatial Prediction...............113
5.5 Example...........................115
5.6 Exercises ..........................119
References..........................121
6 Multipurpose Designs Including Designs for Variogram
Fitting 125
6.1 Designs for Variogram Estimation ............127
6.2 Augmenting Designs....................130
6.3 Alternative Methods which Ignore Correlations.....132
6.4 Combining Different Purpose Designs ..........137
6.5 Example...........................140
6.6 Exercises ..........................143
References..........................147
Appendix 151
A.I Data Sets..........................151
A.2 Proofe for Chapter 2....................153
A.3 Proofe for Chapter 3....................154
A.4 Proofe for Chapter 4....................156
A.5 Proofe for Chapter 5....................159
A.6 Proofe for Chapter 6....................172
A.7 D2PT Description.....................174
References..........................181
List of Figures 183
Author Index 185
Subject Index 191
|
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| author_facet | Müller, Werner G. 1965- |
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| discipline | Geowissenschaften Allgemeines Mathematik Wirtschaftswissenschaften Geographie |
| edition | 2., rev. ed. |
| format | Book |
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| indexdate | 2024-07-09T18:44:04Z |
| institution | BVB |
| isbn | 3790813338 |
| language | English |
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| physical | XII, 196 S. graph. Darst. |
| publishDate | 2001 |
| publishDateSearch | 2001 |
| publishDateSort | 2001 |
| publisher | Physica-Verl. |
| record_format | marc |
| series2 | Contributions to statistics |
| spelling | Müller, Werner G. 1965- Verfasser (DE-588)171053788 aut Collecting spatial data optimum design of experiments for random fields ; with 6 tables Werner G. Müller 2., rev. ed. Heidelberg [u.a.] Physica-Verl. 2001 XII, 196 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Contributions to statistics Spätere Aufl. im Verl. Springer, Berlin [u.a.] erschienen Raumdaten (DE-588)4206012-6 gnd rswk-swf Optimale Versuchsplanung (DE-588)4043660-3 gnd rswk-swf Geostatistik (DE-588)4020279-3 gnd rswk-swf 1\p (DE-588)4113937-9 Hochschulschrift gnd-content Raumdaten (DE-588)4206012-6 s Geostatistik (DE-588)4020279-3 s Optimale Versuchsplanung (DE-588)4043660-3 s DE-604 HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009095828&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Müller, Werner G. 1965- Collecting spatial data optimum design of experiments for random fields ; with 6 tables Raumdaten (DE-588)4206012-6 gnd Optimale Versuchsplanung (DE-588)4043660-3 gnd Geostatistik (DE-588)4020279-3 gnd |
| subject_GND | (DE-588)4206012-6 (DE-588)4043660-3 (DE-588)4020279-3 (DE-588)4113937-9 |
| title | Collecting spatial data optimum design of experiments for random fields ; with 6 tables |
| title_auth | Collecting spatial data optimum design of experiments for random fields ; with 6 tables |
| title_exact_search | Collecting spatial data optimum design of experiments for random fields ; with 6 tables |
| title_full | Collecting spatial data optimum design of experiments for random fields ; with 6 tables Werner G. Müller |
| title_fullStr | Collecting spatial data optimum design of experiments for random fields ; with 6 tables Werner G. Müller |
| title_full_unstemmed | Collecting spatial data optimum design of experiments for random fields ; with 6 tables Werner G. Müller |
| title_short | Collecting spatial data |
| title_sort | collecting spatial data optimum design of experiments for random fields with 6 tables |
| title_sub | optimum design of experiments for random fields ; with 6 tables |
| topic | Raumdaten (DE-588)4206012-6 gnd Optimale Versuchsplanung (DE-588)4043660-3 gnd Geostatistik (DE-588)4020279-3 gnd |
| topic_facet | Raumdaten Optimale Versuchsplanung Geostatistik Hochschulschrift |
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| work_keys_str_mv | AT mullerwernerg collectingspatialdataoptimumdesignofexperimentsforrandomfieldswith6tables |