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dc.contributor.author
Nussbaum, Madlene
dc.contributor.author
Papritz, Andreas Jürg
dc.date.accessioned
2019-01-08T08:48:28Z
dc.date.available
2018-01-08T07:55:00Z
dc.date.available
2018-01-12T13:44:11Z
dc.date.available
2018-01-12T13:46:16Z
dc.date.available
2018-09-27T12:18:05Z
dc.date.available
2019-01-08T08:48:28Z
dc.date.issued
2017-07-23
dc.identifier.uri
http://hdl.handle.net/20.500.11850/226230
dc.language.iso
en
en_US
dc.publisher
ETH Zurich
en_US
dc.title
geoGAM: Select Sparse Geoadditive Models for Spatial Prediction
en_US
dc.type
Software
ethz.version.edition
0.1-2
en_US
ethz.notes
A model building procedure to build parsimonious geoadditive model from a large number of covariates. Continuous, binary and ordered categorical responses are supported. The model building is based on component wise gradient boosting with linear effects, smoothing splines and a smooth spatial surface to model spatial autocorrelation. The resulting covariate set after gradient boosting is further reduced through backward elimination and aggregation of factor levels. The package provides a model based bootstrap method to simulate prediction intervals for point predictions. A test data set of a soil mapping case study in Berne (Switzerland) is provided. New item suggestion "Message: Bitte korrigieren Sie die Daten für den Zweitautor zu Papritz, Andreas Jürg" 2018-01-08:fknuesel.
en_US
ethz.publication.place
Zurich
en_US
ethz.publication.status
published
en_US
ethz.leitzahl
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02350 - Dep. Umweltsystemwissenschaften / Dep. of Environmental Systems Science::02721 - Inst. f. Biogeochemie u. Schadstoffdyn. / Inst. Biogeochem. and Pollutant Dynamics::03812 - Or, Dani (emeritus) / Or, Dani (emeritus)
en_US
ethz.leitzahl.certified
ETH Zürich::00002 - ETH Zürich::00012 - Lehre und Forschung::00007 - Departemente::02350 - Dep. Umweltsystemwissenschaften / Dep. of Environmental Systems Science::02721 - Inst. f. Biogeochemie u. Schadstoffdyn. / Inst. Biogeochem. and Pollutant Dynamics::03812 - Or, Dani (emeritus) / Or, Dani (emeritus)
ethz.identifier.url
https://CRAN.R-project.org/package=geoGAM
ethz.date.deposited
2018-01-08T07:55:01Z
ethz.source
BATCH
ethz.eth
yes
en_US
ethz.availability
Metadata only
en_US
ethz.rosetta.installDate
2018-01-12T13:44:13Z
ethz.rosetta.lastUpdated
2021-02-15T03:15:04Z
ethz.rosetta.versionExported
true
ethz.COinS
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