Statistics for spatial data:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
New York [u.a.]
Wiley
1993
|
| Edition: | Rev. ed. |
| Series: | A Wiley-Interscience publication
Wiley series in probability and mathematical statistics |
| Subjects: | |
| Online Access: | Publisher description Table of Contents Inhaltsverzeichnis |
| Item Description: | Literaturverz. S. 803 - 872 |
| Physical Description: | XX, 900 S. Ill., graph. Darst. |
| ISBN: | 9780471002550 0471002550 |
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| 100 | 1 | |a Cressie, Noel A. C. |d 1950- |e Verfasser |0 (DE-588)112102530 |4 aut | |
| 245 | 1 | 0 | |a Statistics for spatial data |c Noel A. C. Cressie |
| 250 | |a Rev. ed. | ||
| 264 | 1 | |a New York [u.a.] |b Wiley |c 1993 | |
| 300 | |a XX, 900 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a A Wiley-Interscience publication | |
| 490 | 0 | |a Wiley series in probability and mathematical statistics | |
| 500 | |a Literaturverz. S. 803 - 872 | ||
| 650 | 4 | |a Analyse spatiale (Statistique) | |
| 650 | 7 | |a Analyse spatiale (statistique) |2 ram | |
| 650 | 7 | |a Géostatistique |2 ram | |
| 650 | 2 | |a Statistiques comme sujet | |
| 650 | 7 | |a analyse donnée |2 inriac | |
| 650 | 7 | |a géostatistique |2 inriac | |
| 650 | 7 | |a modélisation |2 inriac | |
| 650 | 7 | |a statistique spatiale |2 inriac | |
| 650 | 4 | |a Spatial analysis (Statistics) | |
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Record in the Search Index
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| adam_text |
Contents
Preface
xv
Acknowledgments
xix
1.
Statistics for Spatial Data
1
1.1
Spatial Data and Spatial Models,
7
1.2
Introductory Examples,
10
1.2.1
Geostatistical Data,
10
1.2.2
Lattice Data,
11
1.2.3
Point Patterns,
12
1.3
Statistics for Spatial Data: Why?,
13
PART I GEOSTATISTICAL DATA
2.
Geostatistics
29
2.1
Continuous Spatial Index,
29
2.2Ť
Spatial Data Analysis of Coal Ash in Pennsylvania,
30
2.2.1f Intrinsic Stationarity,
40
2.2.2Ť
Square-Root-Differences Cloud,
41
2.2.3Ť
The Pocket Plot,
42
2.2.4t Decomposing the Data into Large- and Small-Scale
Variation,
46
2.2.5Ť
Analysis of Residuals,
48
2.2.6f Variogram of Residuals from Median Polish,
50
2.3*
Stationary Processes,
52
2.3.1
Variogram,
58
2.3.2
Covariogram and Correlogram,
67
*Theoiy
Applications
vii
VU!
CONTENTS
2.4
Estimation
of the Variogram,
69
2.4.1
Comparison of Variogram and Covariogram
Estimation,
70
2.4.2
Exact Distribution Theory for the Variogram
Estimator,
73
2.4.3
Robust Estimation of the Variogram,
74
2.5*
Spectral Representations,
83
2.5.1*
Valid Covariograms,
84
2.5.2*
Valid Variograms,
86
2.6
Variogram Model Fitting,
90
2.6.1
Criteria for Fitting a Variogram Model,
91
2.6.2
Least Squares,
94
2.6.3
Properties of Variogram-Parameter Estimators,
99
2.6.4
Cross-Validating the Fitted Variogram,
101
3.
Spatial Prediction and Kriging
105
3.1
Scale of Variation,
112
3.2
Ordinary Kriging,
119
3.2.1
Effect of Variogram Parameters on Kriging,
127
3.2.2 Lognormal
and Trans-Gaussian Kriging,
135
3.2.3
Cokriging,
138
3.2.4
Some Final Remarks,
142
3.3
Robust Kriging,
144
3.4
Universal Kriging,
151
3.4.1
Universal Kriging of Coal-Ash Data,
157
3.4.2
Trend-Surface Prediction,
162
3.4.3
Estimating the Variogram for Universal Kriging,
165
3.4.4
Bayesian Kriging,
170
3.4.5
Kriging Revisited,
172
3.5
Median-Polish Kriging,
183
3.5.1
Gridded Data,
184
3.5.2
Nongridded Data,
193
3.5.3
Median Polishing Spatial Data: Inference Results,
194
3.5.4
Median-Based Covariogram Estimators are
Less Biased,
196
3.6
Geostatistical Data, Simulated and Real,
200
3.6.1
Simulation of Spatial Processes,
201
3.6.2
Conditional Simulation,
207
3.6.3
Geostatistical Data,
209
CONTENTS >X
4.
Applications
of
Geostatistics 211
4.1+
Wolfcamp-Aquifer Data, 212
4.1.1+ Intrinsic-Stationarity Assumption,
213
4.1.2Ť Nonconstant-Mean
Assumption,
217
4.2ł
Soil-Water Tension Data,
224
4.3Ť
Soil-Water-Infiltration Data,
230
4.3.
lł
Estimating and Modeling the Spatial
Dependence,
232
4.3.2Ť
Inference on Mean Effects (Spatial Analysis
of Variance),
238
4.4Ť
Sudden-Infant-Death-Syndrome Data,
244
4.5Ť
Wheat-Yield Data,
248
4.5.1f Presence of Trend in the Data,
250
4.5.2Ť
Intrinsic Stationarity,
251
4.5.3Ť
Median-Polish (Robust) Kriging,
255
4.6Ť
Acid-Deposition Data,
259
4.6.
1Ť
Spatial Modeling and Prediction,
260
4.6.2ł
Sampling Design,
268
4.7
Space-Time Geostatistical Data,
273
5.
Special Topics in Statistics for Spatial Data
277
5.1*
Nonlinear Geostatistics,
278
5.2
Change of Support,
284
5.3
Stability of the Geostatistical Method,
289
5.3.1
Estimation of Spatial-Dependence Parameters,
291
5.3.2
Stability of the Kriging Predictor,
292
5.3.3
Stability of the Kriging Variance,
296
5.4
Intrinsic Random Functions of Order k,
299
5.5*
Applications of the Theory of Random Processes,
309
5.6
Spatial Design,
313
5.6.1
Spatial Sampling Design,
314
5.6.2*
Spatial Experimental Design,
324
5.7
Field Trials,
338
5.7.1
Nearest-Neighbor Analyses,
338
5.7.2
Analyses Based on Spatial Modeling,
344
5.8
Infill Asymptotics,
350
5.9
The Many Faces of Spatial Prediction,
356
5.9.1
Stochastic Methods of Spatial Prediction,
357
5.9.2
Nonstochastic Methods of Spatial Prediction,
370
5.9.3
Comparisons and Some Final Remarks,
378
x
CONTENTS
PARTII
LATTICE DATA
б.
Spatial Models on Lattices
383
6.1
Lattices,
383
6.2Ť
Spatial Data Analysis of Sudden Infant Deaths
in North Carolina,
385
6.2.1Ť
Nonspatial Data Analysis,
391
6.2.2f Spatial Data Analysis,
393
6.2.3Ť
Trend Removal,
396
6.2.4ł
Some Final Remarks,
401
6.3
Conditionally and Simultaneously Specified Spatial
Gaussian Models,
402
6.3.1
Simultaneously Specified Spatial Gaussian
Models,
405
6.3.2
Conditionally Specified Spatial Gaussian
Models,
407
6.3.3
Comparison,
408
6.4*
Markov Random Fields,
410
6.4.1*
Neighbors, Cliques, and the
Negpotential
Function Q,
AIA
6.4.2*
Pairwise-Only Dependence and Conditional
Exponential Distributions,
419
6.4.3*
Some Final Remarks,
422
6.5
Conditionally Specified Spatial Models for Discrete Data,
423
6.5.1
Binary Data,
423
6.5.2
Counts Data,
427
6.6
Conditionally Specified Spatial Models for Continuous
Data,
433
6.7
Simultaneously Specified and Other Spatial Models,
440
6.7.1
Simultaneously Specified Spatial Models,
440
6.7.2
Other Spatial Models,
447
6.8
Space-Time Models,
449
7.
Inference for Lattice Models
453
7.1ł
Inference for the Mercer and Hall Wheat-Yield Data,
453
7.1.1*
Data Description,
454
7.1.2Ť
Spatial Lattice Models,
456
7.2
Parameter Estimation for Lattice Models,
458
7.2.1
Estimation Criteria,
458
7.2.2
Gaussian Maximum Likelihood Estimation,
465
7.2.3
Some Computational Details,
472
CONTENTS
XI
7.3
Properties of Estimators,
477
7.3.1*
Increasing-Domain Asymptotics,
480
7.3.2
The Jackknife and Bootstrap for Spatial
Lattice Data,
489
7.3.3
Cross-Validation and Model Selection,
497
7.4
Statistical Image Analysis and Remote Sensing,
499
7.4.1
Remote Sensing,
501
7.4.2
Ordinary Discriminant Analysis,
502
7.4.3*
Markov-Random-Field Models,
509
7.4.4*
Edge Processes,
521
7.4.5*
Textured Images,
525
7.4.6*
Single Photon Emission Tomography,
525
7.4.7*
Least Squares and Image Regularization,
528
7.4.8*
Method of Sieves,
532
7.4.9*
Mathematical Morphology,
534
7.5
Regional Mapping, Scotland Lip-Cancer Data,
535
7.5.
1Ť
Exploratory Regional Mapping,
537
7.5.2
Parametric Empirical
Bayes
Mapping,
544
7.6
Sudden-Infant-Death-Syndrome Data,
548
7.6.
1Ť
Exploratory Spatial Data Analysis,
549
7.6.2
Auto-Poisson Model,
553
7.6.3
Auto-Gaussian Model,
555
7.7
Lattice Data, Simulated and Real,
568
7.7.1
Simulation of Lattice Processes,
569
7.7.2
Lattice Data,
572
PART III SPATIAL PATTERNS
8.
Spatial Point Patterns
577
8.1
Random Spatial Index,
578
8.2
Spatial Data Analysis of Longleaf Pines (Pinus pahistris),
579
8.2.
1Ť
Data Description,
579
8.2.2
Complete Spatial Randomness, Regularity,
and Clustering,
580
8.2.3Ť
Quadrat Methods,
588
8.2.4*
Kernel Estimators of the Intensity Function,
597
8.2.5ł
Distance Methods,
602
8.2.6Ť
Nearest-Neighbor Distribution Functions
and the
К
Function,
613
8.2.7*
Some Final Remarks,
618
XU CONTENTS
8.3* Point
Process Theory,
619
8.3.1* Moment
Measures,
622
8.3.2* Generating
Funcţionale,
624
8.3.3*
Stationary and
Isotropie
Point Processes,
628
8.3.4*
Palm Distributions,
630
8.3.5*
Reduced Second Moment Measure,
631
8.4
Complete Spatial Randomness, Distance Functions,
and Second Moment Measures,
633
8.4.1
Complete Spatial Randomness,
633
8.4.2
Distance Functions,
636
8.4.3
К
Functions,
639
8.4.4Ť
Animal-Behavior Data,
644
8.4.5
Some Final Remarks,
649
8.5
Models and Model Fitting,
650
8.5.1*
Inhomogeneous
Poisson
Process,
650
8.5.2*
Cox Process,
657
8.5.3*
Poisson
Cluster Process,
661
8.5.4*
Simple Inhibition Point Processes,
669
8.5.5*
Markov Point Process,
673
8.5.6*
Thinned and Related Point Processes,
689
8.5.7*
Other Models,
693
8.5.8*
Some Final Remarks,
694
8.6*
Multivariate Spatial Point Processes,
696
8.6.1*
Theoretical Considerations,
696
8.6.2*
Estimation of the Cross
К
Function,
698
8.6.3*
Bivariate Spatial-Point-Process Models,
699
8.7*
Marked Spatial Point Processes,
707
8.7.1*
Theoretical Considerations,
707
8.7.2*
Estimation of Moment Measures,
714
8.7.3*
Marked Spatial-Point-Process Models,
716
8.8
Space-Time Point Patterns,
719
8.9
Spatial Point
Patteras,
Simulated and Real,
722
8.9.1
Simulation of Spatial Point Patterns,
722
8.9.2
Spatial Point Patterns,
723
9.
Modeling Objects
725
9.1
Set Models,
727
9.1.1
Fractal Sets,
727
9.1.2
Fuzzy Sets,
731
9.1.3
Random Closed Sets: An Example,
736
CONTENTS XÜi
9.2Ť
Random Parallelograms in
Ш2,
739
9.3*
Random Closed Sets and Mathematical Morphology,
742
9.3.1*
Theory and Methods,
745
9.3.2*
Inference on Random Closed Sets,
750
9.4
The Boolean Model,
753
9.4.1*
Main Properties,
755
9.4.2*
Generalizations of the Boolean Model,
756
9.5
Methods of Boolean-Model Parameter Estimation,
759
9.5.1
Analysis of Random-Parallelograms Data,
761
9.5.2
Analysis of Heather-Incidence Data,
763
9.5.3*
Intensity Estimation in the Boolean Model,
765
9.6
Inference for the Boolean Model,
770
9.7
Modeling Growth with Random Sets,
776
9.7.1
Random-Set Growth Models,
777
9.7.2
Tumor-Growth Data,
783
9.7.3
Fitting the Tumor-Growth Parameters,
794
References
803
Author Index
873
Subject Index
887 |
| any_adam_object | 1 |
| author | Cressie, Noel A. C. 1950- |
| author_GND | (DE-588)112102530 |
| author_facet | Cressie, Noel A. C. 1950- |
| author_role | aut |
| author_sort | Cressie, Noel A. C. 1950- |
| author_variant | n a c c nac nacc |
| building | Verbundindex |
| bvnumber | BV008863825 |
| callnumber-first | Q - Science |
| callnumber-label | QA278 |
| callnumber-raw | QA278.2.C75 1993 |
| callnumber-search | QA278.2.C75 1993 |
| callnumber-sort | QA 3278.2 C75 41993 |
| callnumber-subject | QA - Mathematics |
| classification_rvk | QH 250 RB 10103 SK 850 |
| classification_tum | MAT 620f |
| ctrlnum | (OCoLC)844182505 (DE-599)BVBBV008863825 |
| dewey-full | 519.5/3520 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.5/35 20 |
| dewey-search | 519.5/35 20 |
| dewey-sort | 3519.5 235 220 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften Geographie |
| edition | Rev. ed. |
| format | Book |
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| id | DE-604.BV008863825 |
| illustrated | Illustrated |
| indexdate | 2024-12-06T15:15:06Z |
| institution | BVB |
| isbn | 9780471002550 0471002550 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-005862591 |
| oclc_num | 844182505 |
| open_access_boolean | |
| owner | DE-19 DE-BY-UBM DE-29 DE-29T DE-703 DE-91G DE-BY-TUM DE-384 DE-20 DE-355 DE-BY-UBR DE-521 DE-634 DE-83 DE-B1533 DE-11 DE-188 DE-M490 |
| owner_facet | DE-19 DE-BY-UBM DE-29 DE-29T DE-703 DE-91G DE-BY-TUM DE-384 DE-20 DE-355 DE-BY-UBR DE-521 DE-634 DE-83 DE-B1533 DE-11 DE-188 DE-M490 |
| physical | XX, 900 S. Ill., graph. Darst. |
| publishDate | 1993 |
| publishDateSearch | 1993 |
| publishDateSort | 1993 |
| publisher | Wiley |
| record_format | marc |
| series2 | A Wiley-Interscience publication Wiley series in probability and mathematical statistics |
| spelling | Cressie, Noel A. C. 1950- Verfasser (DE-588)112102530 aut Statistics for spatial data Noel A. C. Cressie Rev. ed. New York [u.a.] Wiley 1993 XX, 900 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier A Wiley-Interscience publication Wiley series in probability and mathematical statistics Literaturverz. S. 803 - 872 Analyse spatiale (Statistique) Analyse spatiale (statistique) ram Géostatistique ram Statistiques comme sujet analyse donnée inriac géostatistique inriac modélisation inriac statistique spatiale inriac Spatial analysis (Statistics) Dreidimensionaler Raum (DE-588)4220292-9 gnd rswk-swf Räumliche Verteilung (DE-588)4121550-3 gnd rswk-swf Raumdaten (DE-588)4206012-6 gnd rswk-swf Geoinformationssystem (DE-588)4261642-6 gnd rswk-swf Räumliche Statistik (DE-588)4386767-4 gnd rswk-swf Algorithmus (DE-588)4001183-5 gnd rswk-swf Geoinformation (DE-588)4429674-5 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Dreidimensionaler Raum (DE-588)4220292-9 s Statistik (DE-588)4056995-0 s DE-604 Raumdaten (DE-588)4206012-6 s Geoinformation (DE-588)4429674-5 s Algorithmus (DE-588)4001183-5 s 1\p DE-604 Räumliche Verteilung (DE-588)4121550-3 s Geoinformationssystem (DE-588)4261642-6 s 2\p DE-604 Räumliche Statistik (DE-588)4386767-4 s 3\p DE-604 http://www.loc.gov/catdir/description/wiley037/94124580.html Publisher description http://www.loc.gov/catdir/toc/onix01/94124580.html Table of Contents Digitalisierung UB Regensburg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=005862591&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 2\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk 3\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Cressie, Noel A. C. 1950- Statistics for spatial data Analyse spatiale (Statistique) Analyse spatiale (statistique) ram Géostatistique ram Statistiques comme sujet analyse donnée inriac géostatistique inriac modélisation inriac statistique spatiale inriac Spatial analysis (Statistics) Dreidimensionaler Raum (DE-588)4220292-9 gnd Räumliche Verteilung (DE-588)4121550-3 gnd Raumdaten (DE-588)4206012-6 gnd Geoinformationssystem (DE-588)4261642-6 gnd Räumliche Statistik (DE-588)4386767-4 gnd Algorithmus (DE-588)4001183-5 gnd Geoinformation (DE-588)4429674-5 gnd Statistik (DE-588)4056995-0 gnd |
| subject_GND | (DE-588)4220292-9 (DE-588)4121550-3 (DE-588)4206012-6 (DE-588)4261642-6 (DE-588)4386767-4 (DE-588)4001183-5 (DE-588)4429674-5 (DE-588)4056995-0 |
| title | Statistics for spatial data |
| title_auth | Statistics for spatial data |
| title_exact_search | Statistics for spatial data |
| title_full | Statistics for spatial data Noel A. C. Cressie |
| title_fullStr | Statistics for spatial data Noel A. C. Cressie |
| title_full_unstemmed | Statistics for spatial data Noel A. C. Cressie |
| title_short | Statistics for spatial data |
| title_sort | statistics for spatial data |
| topic | Analyse spatiale (Statistique) Analyse spatiale (statistique) ram Géostatistique ram Statistiques comme sujet analyse donnée inriac géostatistique inriac modélisation inriac statistique spatiale inriac Spatial analysis (Statistics) Dreidimensionaler Raum (DE-588)4220292-9 gnd Räumliche Verteilung (DE-588)4121550-3 gnd Raumdaten (DE-588)4206012-6 gnd Geoinformationssystem (DE-588)4261642-6 gnd Räumliche Statistik (DE-588)4386767-4 gnd Algorithmus (DE-588)4001183-5 gnd Geoinformation (DE-588)4429674-5 gnd Statistik (DE-588)4056995-0 gnd |
| topic_facet | Analyse spatiale (Statistique) Analyse spatiale (statistique) Géostatistique Statistiques comme sujet analyse donnée géostatistique modélisation statistique spatiale Spatial analysis (Statistics) Dreidimensionaler Raum Räumliche Verteilung Raumdaten Geoinformationssystem Räumliche Statistik Algorithmus Geoinformation Statistik |
| url | http://www.loc.gov/catdir/description/wiley037/94124580.html http://www.loc.gov/catdir/toc/onix01/94124580.html http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=005862591&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
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