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Filtering via Simulation: Auxiliary Particle Filters.

Abstract:
This article analyses the recently suggested particle approach to filtering time series. We suggest that the algorithm is not robust to outliers for two reasons: the design of the simulators and the use of the discrete support to represent the sequentially updating prior distribution. Here we tackle the first of these problems.
Publication status:
Published
Peer review status:
Not peer reviewed

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Publisher copy:
10.1080/01621459.1999.10474153

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Institution:
University of Oxford
Role:
Author


Publisher:
American Statistical Association
Journal:
Journal of the American Statistical Association More from this journal
Volume:
94
Issue:
446
Pages:
590 - 599
Publication date:
1999-01-01
DOI:
ISSN:
0162-1459


Language:
English
UUID:
uuid:74ccc2c4-1636-4847-b15c-5cc590068c53
Local pid:
oai:economics.ouls.ox.ac.uk:11063
Deposit date:
2011-08-16
ARK identifier:

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