Event history analysis with R:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Boca Raton [u.a.]
CRC Press
2012
|
| Schriftenreihe: | The R series
A Chapman & Hall book |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XX, 216 S. graph. Darst. |
| ISBN: | 9781439831649 |
Internformat
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV040305228 | ||
| 003 | DE-604 | ||
| 005 | 20240416 | ||
| 007 | t | ||
| 008 | 120711s2012 d||| |||| 00||| eng d | ||
| 020 | |a 9781439831649 |c (hbk.) |9 978-1-4398-3164-9 | ||
| 035 | |a (OCoLC)780344459 | ||
| 035 | |a (DE-599)BSZ358647185 | ||
| 040 | |a DE-604 |b ger | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-473 |a DE-20 |a DE-19 |a DE-83 | ||
| 082 | 0 | |a 001.422 | |
| 084 | |a MR 2100 |0 (DE-625)123488: |2 rvk | ||
| 084 | |a MR 2200 |0 (DE-625)123489: |2 rvk | ||
| 084 | |a QH 252 |0 (DE-625)141562: |2 rvk | ||
| 084 | |a 62-04 |2 msc | ||
| 084 | |a 62Nxx |2 msc | ||
| 084 | |a 62-01 |2 msc | ||
| 100 | 1 | |a Broström, Göran |e Verfasser |0 (DE-588)170010600 |4 aut | |
| 245 | 1 | 0 | |a Event history analysis with R |c Göran Broström |
| 264 | 1 | |a Boca Raton [u.a.] |b CRC Press |c 2012 | |
| 300 | |a XX, 216 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a The R series | |
| 490 | 0 | |a A Chapman & Hall book | |
| 650 | 0 | 7 | |a R |g Programm |0 (DE-588)4705956-4 |2 gnd |9 rswk-swf |
| 650 | 0 | 7 | |a Ereignisdatenanalyse |0 (DE-588)4132103-0 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Ereignisdatenanalyse |0 (DE-588)4132103-0 |D s |
| 689 | 0 | 1 | |a R |g Programm |0 (DE-588)4705956-4 |D s |
| 689 | 0 | |5 DE-604 | |
| 856 | 4 | 2 | |m Digitalisierung UB Bamberg |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025160171&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-025160171 | ||
Datensatz im Suchindex
| _version_ | 1804149324367527936 |
|---|---|
| adam_text | Contents
List of Figures
ix
List of Tables
xiii
Preface
xv
1
Event History and Survival Data
1
1.1
Introduction
........................... 1
1.2
Survival Data
.......................... 1
1.3
Right Censoring
......................... 5
1.4
Left Truncation
......................... 6
1.5
Time Scales
.........................■. . 7
1.6
Event History Data
....................... 9
1.7
More Data Sets
......................... 11
2
Single Sample Data
17
2.1
Introduction
........................... 17
2.2
Continuous Time Model Descriptions
............. 17
2.3
Discrete Time Models
...................... 22
2.4
Nonparametric Estimators
................... 23
2.5
Doing it in
R
........................... 27
3 Сох
Regression
31
3.1
Introduction
........................... 31
3.2
Proportional Hazards
...................... 31
3.3
The Log-Rank Test
....................... 33
3.4
Proportional Hazards in Continuous Time
.......... 39
3.5
Estimation of the Baseline Hazard
............... 42
3.6
Explanatory Variables
...................... 42
3.7
Interactions
............................ 44
3.8
Interpretation of Parameter Estimates
............. 47
3.9
Proportional Hazards in Discrete Time
............ 47
3.10
Model Selection
......................... 48
3.11
Male Mortality
.......................... 49
VI
Poisson Regression
57
4.1
Introduction
........................... 57
4.2
The
Poisson
Distribution
.................... 57
4.3
The Connection to Cox Regression
............... 59
4.4
The Connection to the Piecewise Constant Hazards Model
. 62
4.5
Tabular Lifetime Data
...................... 62
More on Cox Regression
67
5.1
Introduction
........................... 67
5.2
Time-Varying Covariates
.................... 67
5.3
Communal covariates
...................... 68
5.4
Tied Event Times
........................ 71
5.5
Stratification
........................... 74
5.6
Sampling of Risk Sets
...................... 75
5.7
Residuals
............................. 77
5.8
Checking Model Assumptions
................. 80
5.9
Fixed Study Period Survival
.................. 83
5.10
Left- or Right-Censored Data
.................. 84
Parametric Models
85
6.1
Introduction
........................... 85
6.2
Proportional Hazards Models
.................. 85
6.3
Accelerated Failure Time Models
................ 112
6.4
Proportional Hazards or AFT Model?
............. 115
6.5
Discrete Time Models
...................... 116
Multivariate Survival Models
127
7.1
Introduction
. . ......................... 127
7.2
Frailty Models
.......................... 129
7.3
Parametric Frailty Models
................... 134
7.4
Stratification
........................... 136
Competing Risks Models
139
8.1
Introduction
........................... 139
8.2
Some Mathematics
....................... 140
8.3
Estimation
............................ 140
8.4
Meaningful Probabilities
.................... 140
8.5
Regression
............................ 141
8.6
R
Code for Competing Risks
.................. 144
Causality and Matching
147
9.1
Introduction
........................... 147
9.2
Philosophical Aspects of Causality
............... 147
9.3
Causal Inference
......................... 148
9.4
Aalen s Additive Hazards Model
................ 150
9.5
Dynamic Path Analysis
..................... 152
vu
9.6
Matching
............................. 153
9.7
Conclusion
............................ 157
A Basic
Statistical
Concepts
159
A.l Introduction
........................... 159
A.
2
Statistical Inference
...................... . 159
Α.
3
Asymptotic theory
........................ 161
Α.
4
Model Selection
......................... 163
В
Survival Distributions
165
B.I Introduction
............................ 165
B.2 Relevant Distributions in
R
.................. 165
B.3 Parametric Proportional Hazards and Accelerated Failure Time
Models
.............................. 172
С
A Brief Introduction to
R
177
C.I
R
in General
........................... 177
C.2 Some Standard
R
Functions
.................. 182
C.3 Writing Functions
........................ 187
C.4 Graphics
............................. 193
C.5 Probability Functions
...................... 194
C.6 Help in
R
............................. 197
С.
7
Functions in
eha
and survival
................ 197
C.8 Reading Data into
R
...................... 202
D
Survival Packages in
R
205
D.I Introduction
........................... 205
D.2
eha
................................ 205
D.3 survival
.............................. 206
D.4 Other Pacbges
......................... 207
Bibliography
209
Index
213
|
| any_adam_object | 1 |
| author | Broström, Göran |
| author_GND | (DE-588)170010600 |
| author_facet | Broström, Göran |
| author_role | aut |
| author_sort | Broström, Göran |
| author_variant | g b gb |
| building | Verbundindex |
| bvnumber | BV040305228 |
| classification_rvk | MR 2100 MR 2200 QH 252 |
| ctrlnum | (OCoLC)780344459 (DE-599)BSZ358647185 |
| dewey-full | 001.422 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 001 - Knowledge |
| dewey-raw | 001.422 |
| dewey-search | 001.422 |
| dewey-sort | 11.422 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Allgemeines Soziologie Wirtschaftswissenschaften |
| format | Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01589nam a2200433 c 4500</leader><controlfield tag="001">BV040305228</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20240416 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">120711s2012 d||| |||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">9781439831649</subfield><subfield code="c">(hbk.)</subfield><subfield code="9">978-1-4398-3164-9</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)780344459</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BSZ358647185</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-473</subfield><subfield code="a">DE-20</subfield><subfield code="a">DE-19</subfield><subfield code="a">DE-83</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">001.422</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">MR 2100</subfield><subfield code="0">(DE-625)123488:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">MR 2200</subfield><subfield code="0">(DE-625)123489:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">QH 252</subfield><subfield code="0">(DE-625)141562:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">62-04</subfield><subfield code="2">msc</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">62Nxx</subfield><subfield code="2">msc</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">62-01</subfield><subfield code="2">msc</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Broström, Göran</subfield><subfield code="e">Verfasser</subfield><subfield code="0">(DE-588)170010600</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Event history analysis with R</subfield><subfield code="c">Göran Broström</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">Boca Raton [u.a.]</subfield><subfield code="b">CRC Press</subfield><subfield code="c">2012</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">XX, 216 S.</subfield><subfield code="b">graph. Darst.</subfield></datafield><datafield tag="336" ind1=" " ind2=" "><subfield code="b">txt</subfield><subfield code="2">rdacontent</subfield></datafield><datafield tag="337" ind1=" " ind2=" "><subfield code="b">n</subfield><subfield code="2">rdamedia</subfield></datafield><datafield tag="338" ind1=" " ind2=" "><subfield code="b">nc</subfield><subfield code="2">rdacarrier</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">The R series</subfield></datafield><datafield tag="490" ind1="0" ind2=" "><subfield code="a">A Chapman & Hall book</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">R</subfield><subfield code="g">Programm</subfield><subfield code="0">(DE-588)4705956-4</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Ereignisdatenanalyse</subfield><subfield code="0">(DE-588)4132103-0</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Ereignisdatenanalyse</subfield><subfield code="0">(DE-588)4132103-0</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2="1"><subfield code="a">R</subfield><subfield code="g">Programm</subfield><subfield code="0">(DE-588)4705956-4</subfield><subfield code="D">s</subfield></datafield><datafield tag="689" ind1="0" ind2=" "><subfield code="5">DE-604</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">Digitalisierung UB Bamberg</subfield><subfield code="q">application/pdf</subfield><subfield code="u">http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025160171&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA</subfield><subfield code="3">Inhaltsverzeichnis</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-025160171</subfield></datafield></record></collection> |
| id | DE-604.BV040305228 |
| illustrated | Illustrated |
| indexdate | 2024-07-10T00:21:13Z |
| institution | BVB |
| isbn | 9781439831649 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025160171 |
| oclc_num | 780344459 |
| open_access_boolean | |
| owner | DE-473 DE-BY-UBG DE-20 DE-19 DE-BY-UBM DE-83 |
| owner_facet | DE-473 DE-BY-UBG DE-20 DE-19 DE-BY-UBM DE-83 |
| physical | XX, 216 S. graph. Darst. |
| publishDate | 2012 |
| publishDateSearch | 2012 |
| publishDateSort | 2012 |
| publisher | CRC Press |
| record_format | marc |
| series2 | The R series A Chapman & Hall book |
| spelling | Broström, Göran Verfasser (DE-588)170010600 aut Event history analysis with R Göran Broström Boca Raton [u.a.] CRC Press 2012 XX, 216 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier The R series A Chapman & Hall book R Programm (DE-588)4705956-4 gnd rswk-swf Ereignisdatenanalyse (DE-588)4132103-0 gnd rswk-swf Ereignisdatenanalyse (DE-588)4132103-0 s R Programm (DE-588)4705956-4 s DE-604 Digitalisierung UB Bamberg application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025160171&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Broström, Göran Event history analysis with R R Programm (DE-588)4705956-4 gnd Ereignisdatenanalyse (DE-588)4132103-0 gnd |
| subject_GND | (DE-588)4705956-4 (DE-588)4132103-0 |
| title | Event history analysis with R |
| title_auth | Event history analysis with R |
| title_exact_search | Event history analysis with R |
| title_full | Event history analysis with R Göran Broström |
| title_fullStr | Event history analysis with R Göran Broström |
| title_full_unstemmed | Event history analysis with R Göran Broström |
| title_short | Event history analysis with R |
| title_sort | event history analysis with r |
| topic | R Programm (DE-588)4705956-4 gnd Ereignisdatenanalyse (DE-588)4132103-0 gnd |
| topic_facet | R Programm Ereignisdatenanalyse |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025160171&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT brostromgoran eventhistoryanalysiswithr |