Correction for covariate measurement error in nonparametric regression:
Saved in:
| Main Author: | |
|---|---|
| Format: | Thesis Book |
| Language: | English |
| Published: |
München
Verl. Dr. Hut
2006
|
| Edition: | 1. Aufl. |
| Series: | Statistik
|
| Subjects: | |
| Online Access: | Volltext Inhaltsverzeichnis |
| Item Description: | Auch als Internetausgabe Zsfassungen in dt. und engl. Sprache |
| Physical Description: | IV, 234 S. graph. Darst. |
| ISBN: | 389963456X |
Staff View
MARC
| LEADER | 00000nam a2200000 c 4500 | ||
|---|---|---|---|
| 001 | BV022239136 | ||
| 003 | DE-604 | ||
| 005 | 20070628 | ||
| 007 | t | ||
| 008 | 070124s2006 d||| m||| 00||| eng d | ||
| 020 | |a 389963456X |9 3-89963-456-X | ||
| 035 | |a (OCoLC)180722851 | ||
| 035 | |a (DE-599)BVBBV022239136 | ||
| 040 | |a DE-604 |b ger |e rakwb | ||
| 041 | 0 | |a eng | |
| 049 | |a DE-19 |a DE-29T |a DE-12 |a DE-634 | ||
| 082 | 0 | |a 519.536 |2 22/ger | |
| 084 | |a QH 234 |0 (DE-625)141549: |2 rvk | ||
| 100 | 1 | |a Rummel, David |e Verfasser |4 aut | |
| 245 | 1 | 0 | |a Correction for covariate measurement error in nonparametric regression |c David Rummel |
| 250 | |a 1. Aufl. | ||
| 264 | 1 | |a München |b Verl. Dr. Hut |c 2006 | |
| 300 | |a IV, 234 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 490 | 0 | |a Statistik | |
| 500 | |a Auch als Internetausgabe | ||
| 500 | |a Zsfassungen in dt. und engl. Sprache | ||
| 502 | |a Zugl.: München, Univ., Diss., 2006 | ||
| 650 | 0 | 7 | |a Nichtparametrische Regression |0 (DE-588)4745075-7 |2 gnd |9 rswk-swf |
| 655 | 7 | |0 (DE-588)4113937-9 |a Hochschulschrift |2 gnd-content | |
| 689 | 0 | 0 | |a Nichtparametrische Regression |0 (DE-588)4745075-7 |D s |
| 689 | 0 | |5 DE-604 | |
| 856 | 4 | |u http://d-nb.info/982929633/34&dok_var=d1&dok_ext=pdf&filename=982929633.pdf |3 Volltext | |
| 856 | 4 | 2 | |m HBZ Datenaustausch |q application/pdf |u http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015450086&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |3 Inhaltsverzeichnis |
| 999 | |a oai:aleph.bib-bvb.de:BVB01-015450086 | ||
Record in the Search Index
| _version_ | 1804136230106955776 |
|---|---|
| adam_text | Contents
1 Introduction and overview 1
2 The main techniques 7
2.1 Sparsity and smoothness The RVM 8
2.1.1 The model setup 8
2.1.2 Inference 13
2.2 Flexible regression and MCMC 24
2.2.1 Main topics of Bayesian inference using MCMC .... 25
2.2.2 The flexible Bayesian probit regression model 35
2.2.3 MCMC inference in the flexible binary case 36
2.3 Covariate measurement error and correction 45
2.3.1 Models for measurement error 49
2.3.2 Methods for error correction 52
2.3.3 A failure Corrected score 73
3 Correcting the flexible Gaussian model 77
3.1 The arsenal of correction methods 78
i
ii CONTENTS
3.1.1 Basis function calibration 79
3.1.2 Structural quasi likelihood 84
3.1.3 SIMEX 94
3.2 Simulation study 96
3.2.1 The data 97
3.2.2 Specification details of the methods 102
3.2.3 The results 105
4 Correcting the flexible binary model 115
4.1 The arsenal of correction methods 117
4.1.1 Basis function calibration 118
4.1.2 Expanded basis function calibration 120
4.1.3 SIMEX 133
4.1.4 MCMC error correction in flexible binary regression . . 134
4.1.5 A byproduct 145
4.2 Simulation study 149
4.2.1 The data 149
4.2.2 Specification details of the methods 154
4.2.3 The results 158
4.3 A real data example 104
4.3.1 Naive approach and basis functions calibration 105
4.3.2 SIMEX 170
4.4 Binary longitudinal data and correction 173
CONTENTS iii
4.4.1 The model setup 174
4.4.2 Inference 178
4.4.3 A few data examples 188
5 Correcting the flexible Poisson model 199
5.1 The arsenal of correction methods 200
5.1.1 Basis function calibration 201
5.1.2 Expanded basis function calibration 202
5.1.3 SIMEX 206
5.2 Simulation study 207
5.2.1 The data 207
5.2.2 Specification details of the methods 212
5.2.3 The results 212
6 Concluding discussion 219
|
| adam_txt |
Contents
1 Introduction and overview 1
2 The main techniques 7
2.1 Sparsity and smoothness The RVM 8
2.1.1 The model setup 8
2.1.2 Inference 13
2.2 Flexible regression and MCMC 24
2.2.1 Main topics of Bayesian inference using MCMC . 25
2.2.2 The flexible Bayesian probit regression model 35
2.2.3 MCMC inference in the flexible binary case 36
2.3 Covariate measurement error and correction 45
2.3.1 Models for measurement error 49
2.3.2 Methods for error correction 52
2.3.3 A failure Corrected score 73
3 Correcting the flexible Gaussian model 77
3.1 The arsenal of correction methods 78
i
ii CONTENTS
3.1.1 Basis function calibration 79
3.1.2 Structural quasi likelihood 84
3.1.3 SIMEX 94
3.2 Simulation study 96
3.2.1 The data 97
3.2.2 Specification details of the methods 102
3.2.3 The results 105
4 Correcting the flexible binary model 115
4.1 The arsenal of correction methods 117
4.1.1 Basis function calibration 118
4.1.2 Expanded basis function calibration 120
4.1.3 SIMEX 133
4.1.4 MCMC error correction in flexible binary regression . . 134
4.1.5 A byproduct 145
4.2 Simulation study 149
4.2.1 The data 149
4.2.2 Specification details of the methods 154
4.2.3 The results 158
4.3 A real data example 104
4.3.1 Naive approach and basis functions calibration 105
4.3.2 SIMEX 170
4.4 Binary longitudinal data and correction 173
CONTENTS iii
4.4.1 The model setup 174
4.4.2 Inference 178
4.4.3 A few data examples 188
5 Correcting the flexible Poisson model 199
5.1 The arsenal of correction methods 200
5.1.1 Basis function calibration 201
5.1.2 Expanded basis function calibration 202
5.1.3 SIMEX 206
5.2 Simulation study 207
5.2.1 The data 207
5.2.2 Specification details of the methods 212
5.2.3 The results 212
6 Concluding discussion 219 |
| any_adam_object | 1 |
| any_adam_object_boolean | 1 |
| author | Rummel, David |
| author_facet | Rummel, David |
| author_role | aut |
| author_sort | Rummel, David |
| author_variant | d r dr |
| building | Verbundindex |
| bvnumber | BV022239136 |
| classification_rvk | QH 234 |
| ctrlnum | (OCoLC)180722851 (DE-599)BVBBV022239136 |
| dewey-full | 519.536 |
| dewey-hundreds | 500 - Natural sciences and mathematics |
| dewey-ones | 519 - Probabilities and applied mathematics |
| dewey-raw | 519.536 |
| dewey-search | 519.536 |
| dewey-sort | 3519.536 |
| dewey-tens | 510 - Mathematics |
| discipline | Mathematik Wirtschaftswissenschaften |
| discipline_str_mv | Mathematik Wirtschaftswissenschaften |
| edition | 1. Aufl. |
| format | Thesis Book |
| fullrecord | <?xml version="1.0" encoding="UTF-8"?><collection xmlns="http://www.loc.gov/MARC21/slim"><record><leader>01615nam a2200409 c 4500</leader><controlfield tag="001">BV022239136</controlfield><controlfield tag="003">DE-604</controlfield><controlfield tag="005">20070628 </controlfield><controlfield tag="007">t</controlfield><controlfield tag="008">070124s2006 d||| m||| 00||| eng d</controlfield><datafield tag="020" ind1=" " ind2=" "><subfield code="a">389963456X</subfield><subfield code="9">3-89963-456-X</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(OCoLC)180722851</subfield></datafield><datafield tag="035" ind1=" " ind2=" "><subfield code="a">(DE-599)BVBBV022239136</subfield></datafield><datafield tag="040" ind1=" " ind2=" "><subfield code="a">DE-604</subfield><subfield code="b">ger</subfield><subfield code="e">rakwb</subfield></datafield><datafield tag="041" ind1="0" ind2=" "><subfield code="a">eng</subfield></datafield><datafield tag="049" ind1=" " ind2=" "><subfield code="a">DE-19</subfield><subfield code="a">DE-29T</subfield><subfield code="a">DE-12</subfield><subfield code="a">DE-634</subfield></datafield><datafield tag="082" ind1="0" ind2=" "><subfield code="a">519.536</subfield><subfield code="2">22/ger</subfield></datafield><datafield tag="084" ind1=" " ind2=" "><subfield code="a">QH 234</subfield><subfield code="0">(DE-625)141549:</subfield><subfield code="2">rvk</subfield></datafield><datafield tag="100" ind1="1" ind2=" "><subfield code="a">Rummel, David</subfield><subfield code="e">Verfasser</subfield><subfield code="4">aut</subfield></datafield><datafield tag="245" ind1="1" ind2="0"><subfield code="a">Correction for covariate measurement error in nonparametric regression</subfield><subfield code="c">David Rummel</subfield></datafield><datafield tag="250" ind1=" " ind2=" "><subfield code="a">1. Aufl.</subfield></datafield><datafield tag="264" ind1=" " ind2="1"><subfield code="a">München</subfield><subfield code="b">Verl. Dr. Hut</subfield><subfield code="c">2006</subfield></datafield><datafield tag="300" ind1=" " ind2=" "><subfield code="a">IV, 234 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">Statistik</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">Auch als Internetausgabe</subfield></datafield><datafield tag="500" ind1=" " ind2=" "><subfield code="a">Zsfassungen in dt. und engl. Sprache</subfield></datafield><datafield tag="502" ind1=" " ind2=" "><subfield code="a">Zugl.: München, Univ., Diss., 2006</subfield></datafield><datafield tag="650" ind1="0" ind2="7"><subfield code="a">Nichtparametrische Regression</subfield><subfield code="0">(DE-588)4745075-7</subfield><subfield code="2">gnd</subfield><subfield code="9">rswk-swf</subfield></datafield><datafield tag="655" ind1=" " ind2="7"><subfield code="0">(DE-588)4113937-9</subfield><subfield code="a">Hochschulschrift</subfield><subfield code="2">gnd-content</subfield></datafield><datafield tag="689" ind1="0" ind2="0"><subfield code="a">Nichtparametrische Regression</subfield><subfield code="0">(DE-588)4745075-7</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=" "><subfield code="u">http://d-nb.info/982929633/34&dok_var=d1&dok_ext=pdf&filename=982929633.pdf</subfield><subfield code="3">Volltext</subfield></datafield><datafield tag="856" ind1="4" ind2="2"><subfield code="m">HBZ Datenaustausch</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=015450086&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:BVB01-015450086</subfield></datafield></record></collection> |
| genre | (DE-588)4113937-9 Hochschulschrift gnd-content |
| genre_facet | Hochschulschrift |
| id | DE-604.BV022239136 |
| illustrated | Illustrated |
| index_date | 2024-07-02T16:35:19Z |
| indexdate | 2024-07-09T20:53:05Z |
| institution | BVB |
| isbn | 389963456X |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-015450086 |
| oclc_num | 180722851 |
| open_access_boolean | |
| owner | DE-19 DE-BY-UBM DE-29T DE-12 DE-634 |
| owner_facet | DE-19 DE-BY-UBM DE-29T DE-12 DE-634 |
| physical | IV, 234 S. graph. Darst. |
| publishDate | 2006 |
| publishDateSearch | 2006 |
| publishDateSort | 2006 |
| publisher | Verl. Dr. Hut |
| record_format | marc |
| series2 | Statistik |
| spelling | Rummel, David Verfasser aut Correction for covariate measurement error in nonparametric regression David Rummel 1. Aufl. München Verl. Dr. Hut 2006 IV, 234 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Statistik Auch als Internetausgabe Zsfassungen in dt. und engl. Sprache Zugl.: München, Univ., Diss., 2006 Nichtparametrische Regression (DE-588)4745075-7 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Nichtparametrische Regression (DE-588)4745075-7 s DE-604 http://d-nb.info/982929633/34&dok_var=d1&dok_ext=pdf&filename=982929633.pdf Volltext HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015450086&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Rummel, David Correction for covariate measurement error in nonparametric regression Nichtparametrische Regression (DE-588)4745075-7 gnd |
| subject_GND | (DE-588)4745075-7 (DE-588)4113937-9 |
| title | Correction for covariate measurement error in nonparametric regression |
| title_auth | Correction for covariate measurement error in nonparametric regression |
| title_exact_search | Correction for covariate measurement error in nonparametric regression |
| title_exact_search_txtP | Correction for covariate measurement error in nonparametric regression |
| title_full | Correction for covariate measurement error in nonparametric regression David Rummel |
| title_fullStr | Correction for covariate measurement error in nonparametric regression David Rummel |
| title_full_unstemmed | Correction for covariate measurement error in nonparametric regression David Rummel |
| title_short | Correction for covariate measurement error in nonparametric regression |
| title_sort | correction for covariate measurement error in nonparametric regression |
| topic | Nichtparametrische Regression (DE-588)4745075-7 gnd |
| topic_facet | Nichtparametrische Regression Hochschulschrift |
| url | http://d-nb.info/982929633/34&dok_var=d1&dok_ext=pdf&filename=982929633.pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=015450086&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
| work_keys_str_mv | AT rummeldavid correctionforcovariatemeasurementerrorinnonparametricregression |