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http://hdl.handle.net/1942/269
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DC Field | Value | Language |
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dc.contributor.author | AERTS, Marc | - |
dc.contributor.author | CLAESKENS, Gerda | - |
dc.contributor.author | Wand, Matthew P. | - |
dc.date.accessioned | 2004-08-31T11:02:06Z | - |
dc.date.available | 2004-08-31T11:02:06Z | - |
dc.date.issued | 2002 | - |
dc.identifier.citation | Journal of Statistical Planning and Inference, 103(1-2). p. 455-470 | - |
dc.identifier.issn | 0378-3758 | - |
dc.identifier.uri | http://hdl.handle.net/1942/269 | - |
dc.description.abstract | Generalized additive models have become one of the most widely used modern statistical tools. Traditionally, they are fit through scatterplot smoothing and the backfitting algorithm. However, a more recent development is the direct fitting through the use of low-rank smoothers (Hastie, J. Roy. Statist. Soc. Ser. B 58 (1996) 379). A particularly attractive example of this is through use of penalized splines (Marx and Eilers, Comput. Statist. Data Anal. 28 (1998) 193). Such an approach has a number of advantages, particularly regarding computation. In this paper, we exploit the explicitness of penalized spline additive models to derive some useful and revealing theoretical approximations. | - |
dc.language.iso | en | - |
dc.publisher | ELSEVIER SCIENCE BV | - |
dc.subject | Non and semiparametric methods | - |
dc.subject | Mathematical Statistics | - |
dc.title | Some theory for penalized spline additive models | - |
dc.type | Journal Contribution | - |
dc.identifier.epage | 470 | - |
dc.identifier.issue | 1-2 | - |
dc.identifier.spage | 455 | - |
dc.identifier.volume | 103 | - |
local.bibliographicCitation.jcat | A1 | - |
local.type.refereed | Refereed | - |
local.type.specified | Article | - |
dc.bibliographicCitation.oldjcat | A1 | - |
dc.identifier.doi | 10.1016/S0378-3758(01)00237-3 | - |
dc.identifier.isi | 000175149800028 | - |
item.fullcitation | AERTS, Marc; CLAESKENS, Gerda & Wand, Matthew P. (2002) Some theory for penalized spline additive models. In: Journal of Statistical Planning and Inference, 103(1-2). p. 455-470. | - |
item.validation | ecoom 2003 | - |
item.accessRights | Closed Access | - |
item.fulltext | No Fulltext | - |
item.contributor | AERTS, Marc | - |
item.contributor | CLAESKENS, Gerda | - |
item.contributor | Wand, Matthew P. | - |
crisitem.journal.issn | 0378-3758 | - |
crisitem.journal.eissn | 1873-1171 | - |
Appears in Collections: | Research publications |
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