Statements in which the resource exists as a subject.
PredicateObject
rdf:type
lifeskim:mentions
pubmed:issue
1
pubmed:dateCreated
2003-8-19
pubmed:abstractText
We consider testing whether the nonparametric function in a semiparametric additive mixed model is a simple fixed degree polynomial, for example, a simple linear function. This test provides a goodness-of-fit test for checking parametric models against nonparametric models. It is based on the mixed-model representation of the smoothing spline estimator of the nonparametric function and the variance component score test by treating the inverse of the smoothing parameter as an extra variance component. We also consider testing the equivalence of two nonparametric functions in semiparametric additive mixed models for two groups, such as treatment and placebo groups. The proposed tests are applied to data from an epidemiological study and a clinical trial and their performance is evaluated through simulations.
pubmed:language
eng
pubmed:journal
pubmed:citationSubset
IM
pubmed:chemical
pubmed:status
MEDLINE
pubmed:month
Jan
pubmed:issn
1465-4644
pubmed:author
pubmed:issnType
Print
pubmed:volume
4
pubmed:owner
NLM
pubmed:authorsComplete
Y
pubmed:pagination
57-74
pubmed:dateRevised
2007-11-15
pubmed:meshHeading
pubmed-meshheading:12925330-Anticonvulsants, pubmed-meshheading:12925330-Child, pubmed-meshheading:12925330-Computer Simulation, pubmed-meshheading:12925330-Data Interpretation, Statistical, pubmed-meshheading:12925330-Epilepsy, pubmed-meshheading:12925330-Female, pubmed-meshheading:12925330-Humans, pubmed-meshheading:12925330-Indonesia, pubmed-meshheading:12925330-Likelihood Functions, pubmed-meshheading:12925330-Longitudinal Studies, pubmed-meshheading:12925330-Male, pubmed-meshheading:12925330-Models, Statistical, pubmed-meshheading:12925330-Placebos, pubmed-meshheading:12925330-Randomized Controlled Trials as Topic, pubmed-meshheading:12925330-Respiratory Tract Infections, pubmed-meshheading:12925330-Statistics, Nonparametric, pubmed-meshheading:12925330-Xerophthalmia, pubmed-meshheading:12925330-gamma-Aminobutyric Acid
pubmed:year
2003
pubmed:articleTitle
Hypothesis testing in semiparametric additive mixed models.
pubmed:affiliation
Department of Statistics, North Carolina State University, USA. dzhang2@stat.ncsu.edu
pubmed:publicationType
Journal Article, Research Support, U.S. Gov't, P.H.S.