Sampling:
Gespeichert in:
1. Verfasser: | |
---|---|
Format: | Buch |
Sprache: | English |
Veröffentlicht: |
New York
Wiley
2002
|
Ausgabe: | 2. ed. |
Schriftenreihe: | Wiley series in probability and statistics
|
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | XVII, 367 S. Ill., graph. Darst. |
ISBN: | 0471291161 |
Internformat
MARC
LEADER | 00000nam a2200000 c 4500 | ||
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100 | 1 | |a Thompson, Steven K. |d 1945- |e Verfasser |0 (DE-588)129091219 |4 aut | |
245 | 1 | 0 | |a Sampling |c Steven K. Thompson |
250 | |a 2. ed. | ||
264 | 1 | |a New York |b Wiley |c 2002 | |
300 | |a XVII, 367 S. |b Ill., graph. Darst. | ||
336 | |b txt |2 rdacontent | ||
337 | |b n |2 rdamedia | ||
338 | |b nc |2 rdacarrier | ||
490 | 0 | |a Wiley series in probability and statistics | |
650 | 7 | |a Amostragem (estatísticas e dados numéricos) |2 larpcal | |
650 | 7 | |a Steekproeven |2 gtt | |
650 | 4 | |a Échantillonnage (Statistique) | |
650 | 4 | |a Sampling (Statistics) | |
650 | 4 | |a Sampling Studies | |
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Datensatz im Suchindex
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adam_text | Contents
Preface
to the Second Edition
xiii
Preface to the First Edition
xv
1.
Introduction
1
1.1
Basic Ideas of Sampling and Estimation,
2
1.2
Sampling Units,
4
1.3
Sampling and
Nonsampling
Errors,
5
1.4
Models in Sampling,
5
1.5
Adaptive and Nonadaptive Designs,
6
1.6
Some Sampling History,
7
PART I BASIC SAMPLING
9
2.
Simple Random Sampling
11
2.1
Selecting a Simple Random Sample,
11
2.2
Estimating the Population Mean,
13
2.3
Estimating the Population Total,
16
2.4
Some Underlying Ideas,
17
2.5
Random Sampling with Replacement,
19
2.6
Derivations for Random Sampling,
20
2.7
Model-Based Approach to Sampling,
22
Exercises,
26
3.
Confidence Intervals
29
3.1
Confidence Interval for the Population Mean or Total,
29
3.2
Finite-Population Central Limit Theorem,
30
Exercises,
33
4.
Sample
Size
35
4.1
Sample
Size for Estimating a Population Mean,
36
4.2
Sample Size for Estimating a Population Total,
36
4.3
Sample Size for Relative Precision,
37
Exercises,
38
5.
Estimating Proportions, Ratios, and
Subpopulation
Means
39
5.1
Estimating a Population Proportion,
39
5.2
Confidence Interval for a Proportion,
40
5.3
Sample Size for Estimating a Proportion,
41
5.4
Sample Size for Estimating Several Proportions Simultaneously,
42
5.5
Estimating a Ratio,
44
5.6
Estimating a Mean, Total, or Proportion of
a Subpopulation,
45
Estimating
a Subpopulation
Mean,
45
Estimating a Proportion for
a Subpopulation,
46
Estimating
a Subpopulation
Total,
47
Exercises,
48
6.
Unequal Probability Sampling
51
6.1
Sampling with Replacement: The Hansen-Hurwitz Estimator,
51
6.2
Any Design: The Horvitz-Thompson Estimator,
53
6.3
Generalized Unequal-Probability Estimator,
56
6.4
Small Population Example,
57
6.5
Derivations and Comments,
60
Exercises,
63
PART II MAKING THE BEST USE OF SURVEY DATA
65
7.
Auxiliary Data and Ratio Estimation
67
7.1
Ratio Estimator,
68
7.2
Small Population Illustrating Bias,
72
7.3
Derivations and Approximations for the Ratio Estimator,
73
7.4
Finite-Population Central Limit Theorem for the Ratio Estimator,
76
7.5
Ratio Estimation with Unequal Probability Designs,
76
7.6
Models in Ratio Estimation,
79
Types of Estimators for a Ratio,
83
7.7
Design Implications of Ratio Models,
84
Exercises,
85
8. Regression
Estimation
89
8.1 Linear Regression
Estimator,
90
8.2 Regression
Estimation with Unequal Probability Designs,
92
8.3
Regression Model,
93
8.4
Multiple Regression Models,
94
8.5
Design Implications of Regression Models,
97
Exercises,
98
9.
The Sufficient Statistic in Sampling
101
9.1
The Set of Distinct, Labeled Observations,
101
9.2
Estimation in Random Sampling with Replacement,
102
9.3
Estimation in Probability-Proportional-to-Size Sampling,
103
9.4
Comments on the Improved Estimates,
104
10.
Design and Model
107
10.1
Uses of Design and Model in Sampling,
107
10.2
Connections between the Design and Model Approaches,
108
10.3
Some Comments,
110
10.4
Likelihood Function in Sampling, 111
PART III SOME USEFUL DESIGNS
115
11.
Stratified Sampling
117
11.1
Estimating the Population Total,
118
With Any Stratified Design,
118
With Stratified Random Sampling,
119
11.2
Estimating the Population Mean,
120
With Any Stratified Design,
120
With Stratified Random Sampling,
120
11.3
Confidence Intervals,
121
11.4
The Stratification Principle,
122
11.5
Allocation in Stratified Random Sampling,
122
11.6
Poststratification,
124
11.7
Population Model for a Stratified Population,
125
11.8
Derivations for Stratified Sampling,
126
Optimum Allocation,
126
Poststratification
Variance,
127
Exercises,
128
12.
Cluster and Systematic Sampling
129
12.1
Primary Units Selected by Simple Random Sampling,
131
Unbiased Estimator,
131
Ratio Estimator,
132
12.2
Primary Units Selected with Probabilities Proportional to Size,
133
Hansen-Hurwitz
(PPS)
Estimator,
133
Horvitz-Thompson Estimator,
134
12.3
The Basic Principle,
134
12.4
Single Systematic Sample,
135
12.5
Variance and Cost in Cluster and Systematic Sampling,
136
Exercises,
139
13.
Multistage Designs
143
13.1
Simple Random Sampling at Each Stage,
145
Unbiased Estimator,
145
Ratio Estimator,
147
13.2
Primary Units Selected with Probability Proportional to Size,
148
13.3
Any Multistage Design with Replacement,
149
13.4
Cost and Sample Sizes,
150
13.5
Derivations for Multistage Designs,
151
Unbiased Estimator,
152
Ratio Estimator,
153
Probability-Proportional-to-Size Sampling,
153
More Than Two Stages,
154
Exercises,
154
14.
Double or Two-Phase Sampling
157
14.1
Ratio Estimation with Double Sampling,
158
14.2
Allocation in Double Sampling for Ratio Estimation,
160
14.3
Double Sampling for Stratification,
160
14.4
Derivations for Double Sampling,
162
Approximate Mean and Variance: Ratio Estimation,
162
Optimum Allocation for Ratio Estimation,
163
Expected Value and Variance: Stratification,
164
14.5
Nonsampling
Errors and Double Sampling,
165
Nonresponse,
Selection Bias, or Volunteer Bias,
166
Double Sampling to Adjust for
Nonresponse:
Callbacks,
166
Response Modeling and
Nonresponse
Adjustments,
167
Exercises,
169
PART IV METHODS FOR ELUSIVE AND
HARD-TO-DETECT POPULATIONS
171
15.
Network Sampling and Link-Tracing Designs
173
15.1
Estimation of the Population Total or Mean,
174
Multiplicity Estimator,
174
Horvitz-Thompson Estimator,
176
15.2
Derivations and Comments,
179
15.3
Stratification in Network Sampling,
180
15.4
Other Link-Tracing Designs,
182
Exercises,
184
16.
Detectability and Sampling
185
16.1
Constant Detectability over a Region,
185
16.2
Estimating Detectability,
187
16.3
Effect of Estimated Detectability,
188
16.4
Detectability with Simple Random Sampling,
189
16.5
Estimated Detectability and Simple Random Sampling,
191
16.6
Sampling with Replacement,
192
16.7
Derivations,
192
16.8
Unequal Probability Sampling of Groups with Unequal
Detection Probabilities,
194
16.9
Derivations,
195
Exercises,
197
17.
Line and Point Transects
199
17.1
Density Estimation Methods for Line Transects,
200
17.2
Narrow-Strip Method,
201
17.3
Smooth-by-Eye Method,
203
17.4
Parametric Methods,
204
17.5
Nonparametric Methods,
207
Estimating
/(0)
by the Kernel Method,
207
Fourier Series Method,
209
17.6
Designs for Selecting Transects,
210
17.7
Random Sample of Transects,
211
Unbiased Estimator,
212
Ratio Estimator,
213
17.8
Systematic Selection of Transects,
214
17.9
Selection with Probability Proportional to Length,
215
17.10
Note on Estimation of Variance for the Kernel Method,
216
17.11
Some Underlying Ideas about Line Transects,
218
Line Transects and Detectability Functions,
218
Single Transect,
219
Average Detectability,
220
Random Transect,
220
Average Detectability and Effective Area,
222
Effect of Estimating Detectability,
223
Probability Density Function of an Observed Distance,
223
17.12
Detectability Imperfect on the Line or Dependent on Size,
226
17.13
Estimation Using Individual Detectabilities,
226
Estimation of Individual Detectabilities,
227
17.14
Detectability Functions Other Than Line Transects,
228
17.15
Variable Circular Plots or Point Transects,
230
Exercise,
232
18.
Capture-Recapture Sampling
233
18.1
Single Recapture,
234
18.2
Models for Simple Capture-Recapture,
236
18.3
Sampling Design in Capture-Recapture: Ratio
Variance Estimator,
237
Random Sampling with Replacement of Detectability Units,
239
Random Sampling without Replacement,
240
18.4
Estimating Detectability with Capture-Recapture Methods,
241
18.5
Multiple Releases,
242
18.6
More Elaborate Models,
243
Exercise,
244
19.
Line-Intercept Sampling
245
19.1
Random Sample of Lines: Fixed Direction,
245
19.2
Lines of Random Position and Direction,
250
Exercises,
253
PART V SPATIAL SAMPLING
255
20.
Spatial Prediction or Kriging
257
20.1
Spatial Co variance Function,
258
20.2
Linear Prediction (Kriging),
258
20.3
Variogram,
261
20.4
Predicting the Value over a Region,
264
20.5
Derivations and Comments,
265
Exercise,
268
21.
Spatial Designs
271
21.1
Design for Local Prediction,
272
21.2
Design for Prediction of Mean of Region,
272
22.
Plot Shapes and Observational Methods
275
22.1
Observations from Plots,
275
22.2
Observations from Detectability Units,
277
22.3
Comparisons of Plot Shapes and Detectability Methods,
278
PART VI ADAPTIVE SAMPLING
283
23.
Adaptive Sampling Designs
285
23.1
Adaptive and Conventional Designs and Estimators,
285
23.2
Brief Survey of Adaptive Sampling,
286
24.
Adaptive Cluster Sampling
289
24.1
Designs,
291
Initial Simple Random Sample without Replacement,
292
Initial Random Sample with Replacement,
293
24.2
Estimators,
293
Initial Sample Mean,
293
Estimation Using Draw-by-Draw Intersections,
293
Estimation Using Initial Intersection Probabilities,
295
24.3
When Adaptive Cluster Sampling Is Better Than Simple
Random Sampling,
297
24.4
Expected Sample Size, Cost, and Yield,
298
24.5
Comparative Efficiencies of Adaptive and
Conventional Sampling,
298
24.6
Further Improvement of Estimators,
300
24.7
Derivations,
304
24.8
Data for Examples and Figures,
306
Exercises,
307
Xli CONTENTS
25.
Systematic and Strip Adaptive Cluster Sampling
309
25.1
Designs,
311
25.2
Estimators,
313
Initial Sample Mean,
313
Estimator Based on Partial Selection Probabilities,
314
Estimator Based on Partial Inclusion Probabilities,
316
25.3
Calculations for Adaptive Cluster Sampling Strategies,
317
25.4
Comparisons with Conventional Systematic and
Cluster Sampling,
319
25.5
Derivations,
321
25.6
Example Data,
322
Exercises,
322
26.
Stratified Adaptive Cluster Sampling
323
26.1
Designs,
323
26.2
Estimators,
326
Estimators Using Expected Numbers of Initial Intersections,
327
Estimator Using Initial Intersection Probabilities,
329
26.3
Comparisons with Conventional Stratified Sampling,
332
26.4
Further Improvement of Estimators,
334
26.5
Example Data,
338
Exercises,
338
Answers to Selected Exercises
339
References
343
Author Index
361
Subject Index
365
|
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author | Thompson, Steven K. 1945- |
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classification_rvk | QH 235 SK 835 |
classification_tum | MAT 629f LAN 047f |
ctrlnum | (OCoLC)48263716 (DE-599)BVBBV014080488 |
dewey-full | 519.5/2 |
dewey-hundreds | 500 - Natural sciences and mathematics |
dewey-ones | 519 - Probabilities and applied mathematics |
dewey-raw | 519.5/2 |
dewey-search | 519.5/2 |
dewey-sort | 3519.5 12 |
dewey-tens | 510 - Mathematics |
discipline | Agrarwissenschaft Mathematik Wirtschaftswissenschaften |
edition | 2. ed. |
format | Book |
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id | DE-604.BV014080488 |
illustrated | Illustrated |
indexdate | 2024-07-09T18:57:17Z |
institution | BVB |
isbn | 0471291161 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-009644108 |
oclc_num | 48263716 |
open_access_boolean | |
owner | DE-945 DE-703 DE-M347 DE-29 DE-N2 DE-19 DE-BY-UBM DE-M49 DE-BY-TUM DE-739 DE-578 |
owner_facet | DE-945 DE-703 DE-M347 DE-29 DE-N2 DE-19 DE-BY-UBM DE-M49 DE-BY-TUM DE-739 DE-578 |
physical | XVII, 367 S. Ill., graph. Darst. |
publishDate | 2002 |
publishDateSearch | 2002 |
publishDateSort | 2002 |
publisher | Wiley |
record_format | marc |
series2 | Wiley series in probability and statistics |
spelling | Thompson, Steven K. 1945- Verfasser (DE-588)129091219 aut Sampling Steven K. Thompson 2. ed. New York Wiley 2002 XVII, 367 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Wiley series in probability and statistics Amostragem (estatísticas e dados numéricos) larpcal Steekproeven gtt Échantillonnage (Statistique) Sampling (Statistics) Sampling Studies Stichprobe (DE-588)4057502-0 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Stichprobe (DE-588)4057502-0 s Statistik (DE-588)4056995-0 s DE-604 Digitalisierung UB Passau application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009644108&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Thompson, Steven K. 1945- Sampling Amostragem (estatísticas e dados numéricos) larpcal Steekproeven gtt Échantillonnage (Statistique) Sampling (Statistics) Sampling Studies Stichprobe (DE-588)4057502-0 gnd Statistik (DE-588)4056995-0 gnd |
subject_GND | (DE-588)4057502-0 (DE-588)4056995-0 |
title | Sampling |
title_auth | Sampling |
title_exact_search | Sampling |
title_full | Sampling Steven K. Thompson |
title_fullStr | Sampling Steven K. Thompson |
title_full_unstemmed | Sampling Steven K. Thompson |
title_short | Sampling |
title_sort | sampling |
topic | Amostragem (estatísticas e dados numéricos) larpcal Steekproeven gtt Échantillonnage (Statistique) Sampling (Statistics) Sampling Studies Stichprobe (DE-588)4057502-0 gnd Statistik (DE-588)4056995-0 gnd |
topic_facet | Amostragem (estatísticas e dados numéricos) Steekproeven Échantillonnage (Statistique) Sampling (Statistics) Sampling Studies Stichprobe Statistik |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009644108&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
work_keys_str_mv | AT thompsonstevenk sampling |