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Using informative priors in the estimation of mixtures over time with application to aerosol particle size distributions

Abstract:

The issue of using informative priors for estimation of mixtures at multiple time points is examined. Several different informative priors and an independent prior are compared using samples of actual and simulated aerosol particle size distribution (PSD) data. Measurements of aerosol PSDs refer to the concentration of aerosol particles in terms of their size, which is typically multimodal in nature and collected at frequent time intervals. The use of informative priors is found to better ide...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1214/13-aoas678

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Institution:
University of Oxford
Division:
MPLS
Department:
Statistics
Oxford college:
Jesus College
Role:
Author
ORCID:
0000-0002-0998-6174
Publisher:
Institute of Mathematical Statistics Publisher's website
Journal:
Annals of Applied Statistics Journal website
Volume:
8
Issue:
1
Pages:
232-258
Publication date:
2014-04-08
DOI:
EISSN:
1941-7330
ISSN:
1932-6157
Source identifiers:
981522
Language:
English
Keywords:
Pubs id:
pubs:981522
UUID:
uuid:677b3f41-1621-4685-aee6-c6d4729bb9f6
Local pid:
pubs:981522
Deposit date:
2019-03-12

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