Bayesian Local Extremum Splines

WHEELER, M. W.; DUNSON, D. B.; HERRING, A. H.

Advanced Search

Select up to three search categories and corresponding keywords using the fields to the right. Refer to the Help section for more detailed instructions.

Search our Collections & Repository

Advanced Search
Custom Query

All these words:

For very narrow results

This exact word or phrase:

When looking for a specific result

Any of these words:

Best used for discovery & interchangable words

None of these words:

Recommended to be used in conjunction with other fields

Language:

Dates

Publication Date Range:

to

Document Data

Title:

Document Type:

Library

Collection:

Series:

People

Author:

Clear All

Query Builder

Query box

Clear All

For additional assistance using the Custom Query please check out our Help Page

i

Bayesian Local Extremum Splines

Dec 2017
By WHEELER, M. W. ; DUNSON, D. B. ; HERRING, A. H.
Source: Biometrika. 104(4):939-952.

[PDF-912.59 KB]

English

Details Supporting Files You May Also Like

Details:

Alternative Title:

Biometrika
Personal Author:

WHEELER, M. W. ; DUNSON, D. B. ; HERRING, A. H.

WHEELER, M. W. ; DUNSON, D. B. ; HERRING, A. H. Less -
Description:

We consider shape restricted nonparametric regression on a closed set [Formula: see text], where it is reasonable to assume the function has no more than | local extrema interior to [Formula: see text]. Following a Bayesian approach we develop a nonparametric prior over a novel class of local extremum splines. This approach is shown to be consistent when modeling any continuously differentiable function within the class considered, and is used to develop methods for testing hypotheses on the shape of the curve. Sampling algorithms are developed, and the method is applied in simulation studies and data examples where the shape of the curve is of interest.
Subjects:

[+]

Article Constrained Function Estimation Isotonic Regression Monotone Splines Nonparametric Shape Constraint
Source:

Biometrika. 104(4):939-952.
Pubmed ID:

29422695
Pubmed Central ID:

PMC5798493
Document Type:

Journal Article
Funding:

CC999999/Intramural CDC HHS/United States
Collection(s):

CDC Public Access
Main Document Checksum:

[+]

urn:sha256:de34ecb28763010eade3ccd488a3f7d486b648a54a4cd1b46b37f58cf052af81
Download URL:

https://stacks.cdc.gov/view/cdc/51822/cdc_51822_DS1.pdf
File Type:

	NIHMS926672-supplement-Supplemental.pdf	pdf
	nihms926672.nxml	xml
	nihms926672f1.gif	gif
	nihms926672f1.jpg	jpeg
	nihms926672f2.gif	gif
	nihms926672f2.jpg	jpeg

More +