Design optimisation for logistic regression in two-phase studies:
Gespeichert in:
Hauptverfasser: | , |
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Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Bremen
Fachbereich Mathematik u. Informatik, Univ. Bremen
2002
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Schriftenreihe: | Mathematik-Arbeitspapiere
58 : C, Papiere für Mathematik im interdisziplären Zusammenhang |
Schlagworte: | |
Online-Zugang: | Inhaltsverzeichnis |
Beschreibung: | 53 S. graph. Darst. |
Internformat
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Datensatz im Suchindex
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adam_text | MATHEMATIK-ARBEITSPAPIERE C: PAPIERE FIIR MATHEMATIK IM
INTERSDISZIPLINAREN ZUSAMMENHANG TECHNICAL REPORT DESIGN OPTIMISATION
FOR LOGISTIC REGRESSION IN TWO-PHASE STUDIES WALTER SCHILL AND PASCAL
WILD PREPRINT NR. 58 MAY 2002 SUB GFITTINGEN 7 213 904 942 FACHBEREICH
MATHEMATIK UND INFORMATIK UNIVERSITAT BREMEN BIBLIOTHEKSSTRAFLE D-28359
BREMEN GERMANY DESIGN OPTIMISATION FOR LOGISTIC REGRESSION IN TWO-PHASE
STUDIES WALTER SCHILL* BREMER INSTITUT FIIR PRAVENTIONSFORSCHUNG UND
SOZIALMEDIZIN (BIPS), INSTITUT FIIR STATISTIK UNIVERSITAT BREMEN EMAIL:
SCHILL@BIPS.UNI-BREMEN.DE PASCAL WILD* INSTITUT NATIONAL DE RECHERCHE ET
DE SECURITE POUR LA PREVENTION DES ACCIDENTS DU TRAVAIL ET DES MALADIES
PROFESSIONELLES (INRS) NANCY EMAIL: WILD@INRS.FR MAY 7, 2002 CONTENTS 1
INTRODUCTION 3 2 TWO-PHASE LOGISTIC REGRESSION 4 2.1 ASSUMPTIONS 4 2.2
ESTIMATION 5 2.3 PARAMETER COVARIANCE MATRIX 5 2.3.1 PROSPECTIVE FIRST
PHASE SAMPLE 6 2.3.2 RETROSPECTIVE FIRST PHASE SAMPLE 6 3 OPTIMAL DESIGN
6 3.1 FIXING THE HYPOTHESES FOR DESIGN OPTIMISATION 7 3.2 ADMISSIBILITY
8 3.3 DESIGN CRITERIA 9 3.4 OPTIMISATION 10 THIS WORK WAS SUPPORTED IN
PART BY NORDDEUTSCHER FORSCHUNGSVERBUND PUBLIC HEALTH , GRANT NO. 01 EG
9512/9. WE THANK H. POHLABELN AND PROF. JOCKEL, ESSEN, FOR PROVIDING THE
DATA (BMFT-GRANT 01 HK 546/8 AND BMAS-GRANT IILB7-27/13). WE WANT TO
THANK DR. K. DRESCHER FOR HELPFUL DISCUSSIONS. T MOST OF PASCAL WILD S
WORK ON THIS PAPER WAS CARRIED OUT DURING HIS RESEARCH LEAVE AT INSTITUT
FIIR STATISTIK AND BIPS IN BREMEN. CONTENTS 4 EXAMPLES 11 4.1 CASE -
CONTROL STUDY WITH ERRORS IN COVARIATES 11 4.2 CASE-CONTROL STUDY WITH
EXPERT RATING ON A SUBSAMPLE . . . . 12 4.2.1 DISEASE MODEL . . 13 4.2.2
CONSTRUCTION OF STRATIFICATION VARIABLE 14 4.2.3 SPECIFICATION OF
SCENARIOS FOR LOCAL OPTIMAL DESIGNS . . 15 4.2.4 DESIGN CRITERIA AND
OPTIMISATION 17 4.2.5 RESULTS 17 4.2.6 CONCLUSIONS . . . 21 5 DISCUSSION
22 6 APPENDIX I 25 6.1 STRATIFIED SAMPLING 25 6.2 VARIANCE OF THE EM
ESTIMATE 26 6.2.1 VARIANCE UNDER PROSPECTIVE SAMPLING 26 6.2.2 VARIANCE
UNDER RETROSPECTIVE SAMPLING 27 6.3 INTERCEPT A AFTER COMPLETED FIRST
PHASE STUDY 28 7 APPENDIX II - RESULTS 30 ABSTRACT TWO-PHASE DESIGNS, IN
WHICH A VALIDATION OR COMPLETE INFORMA- TION DATA SET IS SAMPLED
STRATIFIED BOTH ON OUTCOME AND COVARIATE OF A FIRST PHASE STUDY, HAVE
BEEN PROPOSED OVER 10 YEARS AGO AND HAVE BEEN PROVEN TO RESULT IN
EFFICIENT ESTIMATES WITH RESPECT TO STANDARD DESIGNS. THE EFFICIENCY
DEPENDS HOWEVER ON THE SAMPLING FRACTIONS IN EACH STRATUM. OUR AIM IS TO
OBTAIN OPTIMAL SAMPLING FRACTIONS FOR A GIVEN FIRST PHASE SAMPLE. NO
GLOBAL OPTIMAL DESIGNS EXIST AND LO- CAL OPTIMAL DESIGNS DEPEND ON
SCENARIOS COMPRISING THE TRUE DISEASE MODEL AND THE ASSOCIATION BETWEEN
THE PHASE 1 AND PHASE 2 INFORMA- TION. WE DEVELOP WHAT WE CALL AN
ADMISSIBILITY TEST WHICH TESTS COM- PATIBILITY OF A SCENARIO WITH THE
PHASE 1 INFORMATION. WE PRESENT A STRATEGY FOR OBTAINING D AND A OPTIMAL
DESIGNS FOR ADMISSIBLE SCENAR- IOS. WE APPLY THIS WORK ON A STUDY WHICH
PROVIDED THE INITIAL MOTIVA- TION. THIS STUDY WAS A LUNG CANCER
CASE-CONTROL STUDY IN WHICH THE AIM WAS TO IDENTIFY OCCUPATIONAL
RISK-FACTORS, ADJUSTING FOR OCCUPATIONAL ASBESTOS EXPOSURE AND SMOKING.
WE FOCUS ON QUANTIFYING THE EFFECT OF OCCUPATIONAL ASBESTOS EXPOSURE.
THE INITIAL INFORMATION CONSISTED IN DURATION OF ASBESTOS EXPOSURE,
WHILE THE SECOND PHASE INFORMATION CONSISTED IN CUMULATIVE ASBESTOS
EXPOSURE BASED ON EXPERT-RATING OF EXPOSURE INTENSITY.
|
any_adam_object | 1 |
author | Schill, Walter Wild, Pascal |
author_facet | Schill, Walter Wild, Pascal |
author_role | aut aut |
author_sort | Schill, Walter |
author_variant | w s ws p w pw |
building | Verbundindex |
bvnumber | BV014962548 |
classification_rvk | SI 169 SK 800 |
ctrlnum | (OCoLC)51706413 (DE-599)BVBBV014962548 |
discipline | Mathematik |
format | Book |
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illustrated | Illustrated |
indexdate | 2024-07-09T19:08:49Z |
institution | BVB |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-010084357 |
oclc_num | 51706413 |
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owner | DE-12 DE-703 DE-83 DE-11 |
owner_facet | DE-12 DE-703 DE-83 DE-11 |
physical | 53 S. graph. Darst. |
publishDate | 2002 |
publishDateSearch | 2002 |
publishDateSort | 2002 |
publisher | Fachbereich Mathematik u. Informatik, Univ. Bremen |
record_format | marc |
series | Mathematik-Arbeitspapiere |
series2 | Mathematik-Arbeitspapiere |
spelling | Schill, Walter Verfasser aut Design optimisation for logistic regression in two-phase studies Walter Schill and Pascal Wild two phase Bremen Fachbereich Mathematik u. Informatik, Univ. Bremen 2002 53 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Mathematik-Arbeitspapiere 58 : C, Papiere für Mathematik im interdisziplären Zusammenhang Epidemiologie swd Gestaltoptimierung swd Lungenkrebs swd Regressionsanalyse swd Wild, Pascal Verfasser aut Mathematik-Arbeitspapiere 58 : C, Papiere für Mathematik im interdisziplären Zusammenhang (DE-604)BV000895476 58 GBV Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010084357&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Schill, Walter Wild, Pascal Design optimisation for logistic regression in two-phase studies Mathematik-Arbeitspapiere Epidemiologie swd Gestaltoptimierung swd Lungenkrebs swd Regressionsanalyse swd |
title | Design optimisation for logistic regression in two-phase studies |
title_alt | two phase |
title_auth | Design optimisation for logistic regression in two-phase studies |
title_exact_search | Design optimisation for logistic regression in two-phase studies |
title_full | Design optimisation for logistic regression in two-phase studies Walter Schill and Pascal Wild |
title_fullStr | Design optimisation for logistic regression in two-phase studies Walter Schill and Pascal Wild |
title_full_unstemmed | Design optimisation for logistic regression in two-phase studies Walter Schill and Pascal Wild |
title_short | Design optimisation for logistic regression in two-phase studies |
title_sort | design optimisation for logistic regression in two phase studies |
topic | Epidemiologie swd Gestaltoptimierung swd Lungenkrebs swd Regressionsanalyse swd |
topic_facet | Epidemiologie Gestaltoptimierung Lungenkrebs Regressionsanalyse |
url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010084357&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
volume_link | (DE-604)BV000895476 |
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