Journal article
Stochastic boosting algorithms
- Abstract:
-
In this article we develop a class of stochastic boosting (SB) algorithms, which build upon the work of Holmes and Pintore (Bayesian Stat. 8, Oxford University Press, Oxford, 2007). They introduce boosting algorithms which correspond to standard boosting (e. g. Bühlmann and Hothorn, Stat. Sci. 22:477-505, 2007) except that the optimization algorithms are randomized; this idea is placed within a Bayesian framework. We show that the inferential procedure in Holmes and Pintore (Bayesian Stat. 8,...
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- Publication status:
- Published
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Bibliographic Details
- Journal:
- STATISTICS AND COMPUTING
- Volume:
- 21
- Issue:
- 3
- Pages:
- 335-347
- Publication date:
- 2011-07-01
- DOI:
- EISSN:
-
1573-1375
- ISSN:
-
0960-3174
- Source identifiers:
-
159360
Item Description
- Language:
- English
- Keywords:
- Pubs id:
-
pubs:159360
- UUID:
-
uuid:c1fb230a-bc86-4bb6-8627-86ab7011ad81
- Local pid:
- pubs:159360
- Deposit date:
- 2012-12-19
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- Copyright date:
- 2011
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