Elements of statistical disclosure control:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
New York u.a.
Springer
2001
|
| Schriftenreihe: | Lecture notes in statistics
155 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XV, 261 S. graph. Darst. |
| ISBN: | 0387951210 |
Internformat
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| 245 | 1 | 0 | |a Elements of statistical disclosure control |c Leon Willenborg ; Ton de Waal |
| 264 | 1 | |a New York u.a. |b Springer |c 2001 | |
| 300 | |a XV, 261 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 1 | |a Lecture notes in statistics |v 155 | |
| 650 | 4 | |a Amtliche Statistik - Datenauswertung - Anonymisierung - Statistikgeheimnis - Datenschutz | |
| 650 | 4 | |a Confidential communications |x Statistical services | |
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| 830 | 0 | |a Lecture notes in statistics |v 155 |w (DE-604)BV002447846 |9 155 | |
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Datensatz im Suchindex
| _version_ | 1816443832068210688 |
|---|---|
| adam_text |
CONTENTS
PREFACE
V
1
OVERVIEW
OF
THE
AREA
1
1.1
INTRODUCTION
.
1
1.2
TYPES
OF
VARIABLES
.
4
1.2.1
CATEGORICAL
VARIABLE
.
4
1.2.2
HIERARCHICAL
VARIABLE
.
6
1.2.3
CONTINUOUS/NUMERICAL/QUANTITATIVE
VARIABLE
.
6
1.2.4
IDENTIFYING
VARIABLE
.
7
1.2.5
SENSITIVE
VARIABLE
.
9
1.2.6
WEIGHT
VARIABLE
.
9
1.2.7
REGIONAL
VARIABLE
.
10
1.2.8
HOUSEHOLD
VARIABLE
.
11
1.2.9
SPANNING
VARIABLE
AND
RESPONSE
VARIABLE
.
12
1.2.10
SHADOW
VARIABLE
.
12
1.3
TYPES
OF
MICRODATA
.
13
1.3.1
SIMPLE
MICRODATA
.
13
1.3.2
COMPLEX
MICRODATA
.
14
1.4
TYPES
OF
TABULAR
DATA
.
14
1.4.1
SINGLE
TABLES
.
15
1.4.2
MARGINAL
TABLES
.
15
1.4.3
HIERARCHICAL
TABLES
.
17
1.4.4
LINKED
TABLES
.
17
1.4.5
SEMI-LINKED
TABLES
.
17
1.4.6
COMPLEX
TABLES
.
18
1.4.7
TABLES
FROM
HIERARCHICAL
MICRODATA
.
19
XII
CONTENTS
1.5
INTRODUCTION
TO
SDC
FOR
MICRODATA
AND
TABLES
.
19
1.6
INTRUDERS
AND
DISCLOSURE
SCENARIOS
.
22
1.7
INFORMATION
LOSS
.
23
1.7.1
INFORMATION
LOSS
FOR
MICRODATA
.
25
1.7.2
INFORMATION
LOSS
FOR
TABLES
.
25
1.8
DISCLOSURE
PROTECTION
TECHNIQUES
FOR
MICRODATA
.
26
1.8.1
LOCAL
RECODING
.
26
1.8.2
GLOBAL
RECODING
.
27
1.8.3
LOCAL
SUPPRESSION
.
28
1.8.4
LOCAL
SUPPRESSION
WITH
IMPUTATION
.
29
1.8.5
SYNTHETIC
MICRODATA
AND
MULTIPLE
IMPUTATION
.
29
1.8.6
SUBSAMPLING
.
29
1.8.7
ADDING
NOISE
.
30
1.8.8
ROUNDING
.
30
1.8.9
MICROAGGREGATION
.
30
1.8.10
PRAM
.
32
1.8.11
DATA
SWAPPING
.
32
1.9
DISCLOSURE
PROTECTION
TECHNIQUES
FOR
TABLES
.
33
1.9.1
TABLE
REDESIGN
.
33
1.9.2
CELL
SUPPRESSION
.
33
1.9.3
ADDING
NOISE
.
35
1.9.4
ROUNDING
.
36
1.9.5
SOURCE
DATA
PERTURBATION
.
36
2
DISCLOSURE
RISKS
FOR
MICRODATA
39
2.1
INTRODUCTION
.
39
2.2
MICRODATA
.
40
2.3
DISCLOSURE
SCENARIO
.
40
2.4
PREDICTIVE
DISCLOSURE
.
42
2.5
RE-IDENTIFICATION
RISK
.
46
2.6
RISK
PER
RECORD
AND
OVERALL
RISK
.
52
2.7
POPULATION
UNIQUENESS
AND
UNSAFE
COMBINATIONS
.
53
2.8
MODELING
RISKS
WITH
DISCRETE
KEY
VARIABLES
.
54
2.8.1
DIRECT
APPROACH
.
55
2.8.2
MODEL
BASED
APPROACH
.
57
2.9
DISCLOSURE
SCENARIOS
IN
PRACTICE
.
61
2.9.1
RESEARCHER
SCENARIO
.
62
2.9.2
HACKER
SCENARIO
.
63
2.10
COMBINATIONS
TO
CHECK
.
64
2.10.1
A
PRIORI
SPECIFIED
COMBINATIONS
.
64
2.10.2
DATA
DRIVEN
COMBINATIONS:
FINGERPRINTING
.
66
2.11
PRACTICAL
SAFETY
CRITERIA
FOR
PERTURBATIVE
TECHNIQUES
.
68
3
DATA
ANALYTIC
IMPACT
OF
SDC
TECHNIQUES
ON
MICRODATA
71
3.1
INTRODUCTION
.
71
CONTENTS
XIII
3.2
THE
VARIANCE
IMPACT
OF
SDC
PROCEDURES
.
74
3.3
THE
BIAS
IMPACT
OF
SDC
PROCEDURES
.
75
3.4
IMPACT
OF
SDC
PROCEDURES
ON
METHODS
OF
ESTIMATION
.
75
3.5
INFORMATION
LOSS
MEASURES
BASED
ON
ENTROPY
.
76
3.5.1
LOCAL
RECODING
.
77
3.5.2
LOCAL
SUPPRESSION
.
78
3.5.3
GLOBAL
RECODING
.
78
3.5.4
PRAM
.
79
3.5.5
DATA
SWAPPING
.
79
3.5.6
ADDING
NOISE
.
80
3.5.7
ROUNDING
.
80
3.5.8
MICROAGGREGATION
.
81
3.6
ALTERNATIVE
INFORMATION
LOSS
MEASURES
.
84
3.6.1
SUBJECTIVE
MEASURES
FOR
NON-PERTURBATIVE
SDC
TECH
NIQUES
.
85
3.6.2
SUBJECTIVE
MEASURES
FOR
PERTURBATIVE
SDC
TECHNIQUES
86
3.6.3
FLOW
MEASURE
FOR
PRAM
.
87
3.7
MSP
FOR
MICRODATA
.
89
4
APPLICATION
OF
NON-PERTURBATIVE
SDC
TECHNIQUES
FOR
MI
CRODATA
93
4.1
INTRODUCTION
.
93
4.2
LOCAL
SUPPRESSION
.
94
4.2.1
MINUCS
INTRODUCED
.
94
4.2.2
MINIMIZING
THE
NUMBER
OF
LOCAL
SUPPRESSIONS
.
95
4.2.3
MINIMIZING
THE
NUMBER
OF
DIFFERENT
SUPPRESSED
CAT
EGORIES
.
98
4.2.4
EXTENDED
LOCAL
SUPPRESSION
MODELS
.
99
4.2.5
MINUCS
AND
/R-ARGUS
.
101
4.3
GLOBAL
RECODING
.
102
4.3.1
FREE
GLOBAL
RECODING
.
103
4.3.2
PRECODED
GLOBAL
RECODING
.
105
4.4
GLOBAL
RECODING
AND
LOCAL
SUPPRESSION
COMBINED
.
106
5
APPLICATION
OF
PERTURBATIVE
SDC
TECHNIQUES
FOR
MICRO
DATA
107
5.1
INTRODUCTION
.
107
5.2
OVERVIEW
.
107
5.3
ADDING
NOISE
.
108
5.4
ROUNDING
.
110
5.4.1
UNIVARIATE
DETERMINISTIC
ROUNDING
.
110
5.4.2
UNIVARIATE
STOCHASTIC
ROUNDING
.
112
5.4.3
MULTIVARIATE
ROUNDING
.
113
5.5
DERIVATION
OF
PRAM
MATRICES
.
115
5.5.1
PREPARATIONS
.
116
XIV
CONTENTS
5.5.2
MODEL
I:
A
TWO-STEP
MODEL
.
118
5.5.3
MODEL
II:
A
ONE-STEP
MODEL
.
120
5.5.4
TWO-STAGE
PRAM
.
123
5.5.5
CONSTRUCTION
OF
PRAM
MATRICES
.
125
5.5.6
SOME
COMMENTS
ON
PRAM
.
126
5.6
DATA
SWAPPING
.
126
5.7
ADJUSTMENT
WEIGHTS
.
128
5.7.1
DISCLOSING
POSTSTRATA
.
128
5.7.2
DISCLOSURE
FOR
MULTIPLICATIVE
WEIGHTING
.
130
5.7.3
DISCLOSURE
CONTROL
FOR
POSTSTRATA
.
134
6
DISCLOSURE
RISK
FOR
TABULAR
DATA
137
6.1
INTRODUCTION
.
137
6.2
DISCLOSURE
RISK
FOR
TABLES
OF
MAGNITUDE
TABLES
.
138
6.2.1
LINEAR
SENSITIVITY
MEASURES
.
140
6.2.2
DOMINANCE
RULE
.
141
6.2.3
PRIOR-POSTERIOR
RULE
.
141
6.2.4
INTRUDER
'
S
KNOWLEDGE
OF
THE
SENSITIVITY
CRITERION
USED
143
6.2.5
MAGNITUDE
TABLES
FROM
A
SAMPLE
.
144
6.3
DISCLOSURE
RISK
FOR
FREQUENCY
COUNT
TABLES
.
146
6.3.1
FREQUENCY
COUNT
TABLES
BASED
ON
A
COMPLETE
ENU
MERATION
.
147
6.3.2
FREQUENCY
COUNT
TABLES
BASED
ON
SAMPLE
DATA
.
.
.
149
6.4
LINKED
TABLES
.
150
6.5
PROTECTION
INTERVALS
FOR
SENSITIVE
CELLS
.
152
6.6
SENSITIVITY
RULES
FOR
GENERAL
TABLES
.
157
7
INFORMATION
LOSS
IN
TABULAR
DATA
159
7.1
INTRODUCTION
.
159
7.2
INFORMATION
LOSS
BASED
ON
CELL
WEIGHTS
.
161
7.2.1
SECONDARY
CELL
SUPPRESSION
.
161
7.2.2
ROUNDING
.
164
7.2.3
TABLE
REDESIGN
.
164
7.3
MSP
FOR
TABLES
.
165
7.3.1
TABLE
REDESIGN
.
165
7.3.2
SECONDARY
CELL
SUPPRESSION
.
166
7.3.3
ROUNDING
.
167
7.4
ENTROPY
CONSIDERATIONS
.
167
7.4.1
SOME
GENERAL
REMARKS
.
168
7.4.2
TABULATION
.
169
7.4.3
CELL
SUPPRESSION
.
170
7.4.4
TABLE
REDESIGN
.
171
7.4.5
ROUNDING
.
173
CONTENTS
XV
8
APPLICATION
OF
NON-PERTURBATIVE
TECHNIQUES
FOR
TABULAR
DATA
175
8.1
INTRODUCTION
.
175
8.2
TABLE
REDESIGN
.
176
8.3
CELL
SUPPRESSION
.
177
8.4
SOME
ADDITIONAL
CELL
SUPPRESSION
TERMINOLOGY
.
179
8.4.1
THE
ZERO-EXTENDED
TABLE
.
179
8.4.2
PATHS,
CYCLES
AND
THEIR
CELLS
.
181
8.4.3
NETWORK
FORMULATION
FOR
TWO-DIMENSIONAL
TABLES
.
.
183
8.5
HYPERCUBE
METHOD
.
184
8.6
SECONDARY
SUPPRESSION
AS
AN
LP-PROBLEM
.
188
8.6.1
THE
UNDERLYING
IDEA
.
188
8.7
SECONDARY
SUPPRESSION
AS
A
MIP
.
190
8.7.1
LOUGEE-HEIMER
'
S
MODEL
.
191
8.7.2
KELLY
'
S
MODEL
.
192
8.7.3
GEURTS
'
MODEL
.
195
8.7.4
FISCHETTI
AND
SALAZAR
'
S
MODEL
.
197
8.7.5
PARTIAL
CELL
SUPPRESSION
.
203
8.8
CELL
SUPPRESSION
IN
LINKED
TABLES
.
204
8.8.1
TOP-DOWN
APPROACH
.
204
8.8.2
APPROACH
BASED
ON
MIP
.
206
8.9
CELL
SUPPRESSION
IN
GENERAL
TWO-DIMENSIONAL
TABLES
.
208
8.10
CELL
SUPPRESSION
IN
GENERAL
THREE-DIMENSIONAL
TABLES
.
.
.
212
8.11
COMMENTS
ON
CELL
SUPPRESSION
.
216
9
APPLICATION
OF
PERTURBATIVE
TECHNIQUES
FOR
TABULAR
DATA
219
9.1
INTRODUCTION
.
219
9.2
ADDING
NOISE
.
220
9.3
UNRESTRICTED
ROUNDING
.
221
9.3.1
DETERMINISTIC
ROUNDING
.
221
9.3.2
STOCHASTIC
ROUNDING
.
224
9.4
CONTROLLED
ROUNDING
.
225
9.4.1
CONTROLLED
ROUNDING
IN
ONE-DIMENSIONAL
TABLES
.
.
226
9.4.2
CONTROLLED
ROUNDING
IN
TWO-DIMENSIONAL
TABLES
.
.
227
9.5
CONTROLLED
ROUNDING
BY
MEANS
OF
SIMULATED
ANNEALING
.
.
232
9.5.1
SIMULATED
ANNEALING
.
232
9.5.2
APPLYING
SIMULATED
ANNEALING
TO
THE
CONTROLLED
ROUND
ING
PROBLEM
.
234
9.6
CONTROLLED
ROUNDING
AS
A
MIP
.
235
9.6.1
THE
CONTROLLED
ROUNDING
PROBLEM
FOR
TWO-DIMENSIONAL
TABLES
.
237
9.6.2
THE
CONTROLLED
ROUNDING
PROBLEM
FOR
THREE-DIMENSIONAL
TABLES
.
238
9.7
LINKED
TABLES
.
239
9.7.1
ROUNDING
IN
LINKED
TABLES
.
239
9.7.2
SOURCE
DATA
PERTURBATION
.
240
REFERENCES
245 |
| any_adam_object | 1 |
| author | Willenborg, L. C. Waal, Ton de 1963- |
| author_GND | (DE-588)170848280 (DE-588)1056150653 |
| author_facet | Willenborg, L. C. Waal, Ton de 1963- |
| author_role | aut aut |
| author_sort | Willenborg, L. C. |
| author_variant | l c w lc lcw t d w td tdw |
| building | Verbundindex |
| bvnumber | BV013450809 |
| callnumber-first | H - Social Science |
| callnumber-label | HA34 |
| callnumber-raw | HA34 |
| callnumber-search | HA34 |
| callnumber-sort | HA 234 |
| callnumber-subject | HA - Statistics |
| classification_rvk | QH 220 SI 856 SK 880 |
| ctrlnum | (OCoLC)248089682 (DE-599)BVBBV013450809 |
| dewey-full | 352.74 |
| dewey-hundreds | 300 - Social sciences |
| dewey-ones | 352 - General considerations of public administration |
| dewey-raw | 352.74 |
| dewey-search | 352.74 |
| dewey-sort | 3352.74 |
| dewey-tens | 350 - Public administration and military science |
| discipline | Mathematik Wirtschaftswissenschaften |
| format | Book |
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| id | DE-604.BV013450809 |
| illustrated | Illustrated |
| indexdate | 2024-11-22T17:17:08Z |
| institution | BVB |
| isbn | 0387951210 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-009181860 |
| oclc_num | 248089682 |
| open_access_boolean | |
| owner | DE-19 DE-BY-UBM DE-824 DE-739 DE-N2 DE-83 DE-11 |
| owner_facet | DE-19 DE-BY-UBM DE-824 DE-739 DE-N2 DE-83 DE-11 |
| physical | XV, 261 S. graph. Darst. |
| publishDate | 2001 |
| publishDateSearch | 2001 |
| publishDateSort | 2001 |
| publisher | Springer |
| record_format | marc |
| series | Lecture notes in statistics |
| series2 | Lecture notes in statistics |
| spelling | Willenborg, L. C. Verfasser (DE-588)170848280 aut Elements of statistical disclosure control Leon Willenborg ; Ton de Waal New York u.a. Springer 2001 XV, 261 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Lecture notes in statistics 155 Amtliche Statistik - Datenauswertung - Anonymisierung - Statistikgeheimnis - Datenschutz Confidential communications Statistical services Datenschutz (DE-588)4011134-9 gnd rswk-swf Statistikgeheimnis (DE-588)4239463-6 gnd rswk-swf Anonymisierung (DE-588)4139362-4 gnd rswk-swf Statistik (DE-588)4056995-0 gnd rswk-swf Datenauswertung (DE-588)4131193-0 gnd rswk-swf Amtliche Statistik (DE-588)4126610-9 gnd rswk-swf Amtliche Statistik (DE-588)4126610-9 s Datenauswertung (DE-588)4131193-0 s Anonymisierung (DE-588)4139362-4 s Statistikgeheimnis (DE-588)4239463-6 s Datenschutz (DE-588)4011134-9 s DE-604 Statistik (DE-588)4056995-0 s 1\p DE-604 Waal, Ton de 1963- Verfasser (DE-588)1056150653 aut Lecture notes in statistics 155 (DE-604)BV002447846 155 DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009181860&sequence=000001&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 | Willenborg, L. C. Waal, Ton de 1963- Elements of statistical disclosure control Lecture notes in statistics Amtliche Statistik - Datenauswertung - Anonymisierung - Statistikgeheimnis - Datenschutz Confidential communications Statistical services Datenschutz (DE-588)4011134-9 gnd Statistikgeheimnis (DE-588)4239463-6 gnd Anonymisierung (DE-588)4139362-4 gnd Statistik (DE-588)4056995-0 gnd Datenauswertung (DE-588)4131193-0 gnd Amtliche Statistik (DE-588)4126610-9 gnd |
| subject_GND | (DE-588)4011134-9 (DE-588)4239463-6 (DE-588)4139362-4 (DE-588)4056995-0 (DE-588)4131193-0 (DE-588)4126610-9 |
| title | Elements of statistical disclosure control |
| title_auth | Elements of statistical disclosure control |
| title_exact_search | Elements of statistical disclosure control |
| title_full | Elements of statistical disclosure control Leon Willenborg ; Ton de Waal |
| title_fullStr | Elements of statistical disclosure control Leon Willenborg ; Ton de Waal |
| title_full_unstemmed | Elements of statistical disclosure control Leon Willenborg ; Ton de Waal |
| title_short | Elements of statistical disclosure control |
| title_sort | elements of statistical disclosure control |
| topic | Amtliche Statistik - Datenauswertung - Anonymisierung - Statistikgeheimnis - Datenschutz Confidential communications Statistical services Datenschutz (DE-588)4011134-9 gnd Statistikgeheimnis (DE-588)4239463-6 gnd Anonymisierung (DE-588)4139362-4 gnd Statistik (DE-588)4056995-0 gnd Datenauswertung (DE-588)4131193-0 gnd Amtliche Statistik (DE-588)4126610-9 gnd |
| topic_facet | Amtliche Statistik - Datenauswertung - Anonymisierung - Statistikgeheimnis - Datenschutz Confidential communications Statistical services Datenschutz Statistikgeheimnis Anonymisierung Statistik Datenauswertung Amtliche Statistik |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=009181860&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| volume_link | (DE-604)BV002447846 |
| work_keys_str_mv | AT willenborglc elementsofstatisticaldisclosurecontrol AT waaltonde elementsofstatisticaldisclosurecontrol |