Finding relevant variables in sparse Bayesian factor models: economic applications and simulation results
Gespeichert in:
Hauptverfasser: | , |
---|---|
Format: | Buch |
Sprache: | English |
Veröffentlicht: |
Frankfurt, M.
Dt. Bundesbank
2012
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Schriftenreihe: | Discussion paper / Deutsche Bundesbank
Eurosystem 2012,29 |
Online-Zugang: | Volltext Inhaltsverzeichnis |
Beschreibung: | Zsfassung in dt. u. engl. Sprache. - Online-Ausg. im Internet |
Beschreibung: | 53 S. graph. Darst. |
ISBN: | 9783865588586 9783865588579 |
Internformat
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Datensatz im Suchindex
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adam_text | Titel: Finding relevant variables in sparse Bayesian factor models
Autor: Kaufmann, Sylvia
Jahr: 2012
Contents
1 Introduction 1
2 Sparse factor model and identification 3
2.1 Model structure................................. 3
2.2 Relevant and irrelevant variables for factor analysis............. 4
2.3 Identification.................................. 5
3 Bayesian setup and MCMC estimation 6
3.1 Likelihood and prior specification....................... 6
3.2 Posterior inference ............................... 10
4 Simulations 12
4.1 Factor DGP................................... 12
4.2 Models for estimation.............................. 14
4.3 Statistics to evaluate the estimation performance .............. 14
4.4 Simulation results................................ 16
4.5 Checks for robustness.............................. 20
5 Empirical results 20
5.1 Results for international GDP growth data.................. 21
5.2 Results for US sectoral inflation data..................... 27
6 Conclusion 30
A Posterior distributions 32
A.l Step (i): Simulate fT from n (fT XT,O) ................... 32
A.2 Step (ii): Simulate the parameters from n (O-y fT,XT, A).......... 34
B Country coverage in the international GDP growth dataset 34
C Additional simulation results 37
|
any_adam_object | 1 |
author | Kaufmann, Sylvia 1965- Schumacher, Christian |
author_GND | (DE-588)129674389 (DE-588)171835085 |
author_facet | Kaufmann, Sylvia 1965- Schumacher, Christian |
author_role | aut aut |
author_sort | Kaufmann, Sylvia 1965- |
author_variant | s k sk c s cs |
building | Verbundindex |
bvnumber | BV040642556 |
classification_rvk | QB 910 |
collection | ebook |
ctrlnum | (OCoLC)823262605 (DE-599)BVBBV040642556 |
dewey-full | 330 |
dewey-hundreds | 300 - Social sciences |
dewey-ones | 330 - Economics |
dewey-raw | 330 |
dewey-search | 330 |
dewey-sort | 3330 |
dewey-tens | 330 - Economics |
discipline | Wirtschaftswissenschaften |
format | Book |
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id | DE-604.BV040642556 |
illustrated | Illustrated |
indexdate | 2024-07-10T00:28:07Z |
institution | BVB |
isbn | 9783865588586 9783865588579 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-025469602 |
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physical | 53 S. graph. Darst. |
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publisher | Dt. Bundesbank |
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series2 | Discussion paper / Deutsche Bundesbank |
spelling | Kaufmann, Sylvia 1965- Verfasser (DE-588)129674389 aut Finding relevant variables in sparse Bayesian factor models economic applications and simulation results Sylvia Kaufmann ; Christian Schumacher Frankfurt, M. Dt. Bundesbank 2012 53 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Discussion paper / Deutsche Bundesbank Eurosystem 2012,29 Zsfassung in dt. u. engl. Sprache. - Online-Ausg. im Internet Schumacher, Christian Verfasser (DE-588)171835085 aut Deutsche Bundesbank Discussion paper Eurosystem ; 2012,29 (DE-604)BV040156046 2012,29 http://www.bundesbank.de/Redaktion/EN/Downloads/Publications/Discussion_Paper_1/2012/2012_11_23_dkp_29.pdf?__blob=publicationFile Verlag kostenfrei Volltext HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025469602&sequence=000004&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
spellingShingle | Kaufmann, Sylvia 1965- Schumacher, Christian Finding relevant variables in sparse Bayesian factor models economic applications and simulation results |
title | Finding relevant variables in sparse Bayesian factor models economic applications and simulation results |
title_auth | Finding relevant variables in sparse Bayesian factor models economic applications and simulation results |
title_exact_search | Finding relevant variables in sparse Bayesian factor models economic applications and simulation results |
title_full | Finding relevant variables in sparse Bayesian factor models economic applications and simulation results Sylvia Kaufmann ; Christian Schumacher |
title_fullStr | Finding relevant variables in sparse Bayesian factor models economic applications and simulation results Sylvia Kaufmann ; Christian Schumacher |
title_full_unstemmed | Finding relevant variables in sparse Bayesian factor models economic applications and simulation results Sylvia Kaufmann ; Christian Schumacher |
title_short | Finding relevant variables in sparse Bayesian factor models |
title_sort | finding relevant variables in sparse bayesian factor models economic applications and simulation results |
title_sub | economic applications and simulation results |
url | http://www.bundesbank.de/Redaktion/EN/Downloads/Publications/Discussion_Paper_1/2012/2012_11_23_dkp_29.pdf?__blob=publicationFile http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025469602&sequence=000004&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA |
volume_link | (DE-604)BV040156046 |
work_keys_str_mv | AT kaufmannsylvia findingrelevantvariablesinsparsebayesianfactormodelseconomicapplicationsandsimulationresults AT schumacherchristian findingrelevantvariablesinsparsebayesianfactormodelseconomicapplicationsandsimulationresults |