Related Topics in Partially Linear Models

Name: Related Topics in Partially Linear Models
Brand: VDM Verlag Dr. Mueller E.K.
SKU: 9783639072396
Price: 31172 HUF
Availability: InStock

Semi-parametric Regression, Measurement Errors,Missing Data, Single-index Models, Regression Calibration

Szerző: Hua Liang

Nyelv:

Kötés: Puha kötésű

Kiadó: VDM Verlag Dr. Mueller E.K.

Elérhetőség: Beszállítói készleten

Küldés 14-21 napon belül

31 172 Ft

Various effects have been made to remedy the curse ofdimensionality for high-dimensional data. Parti...

Információk a könyvről

Szerző

Hua Liang

Nyelv

Angol

Kötés

Könyv - Puha kötésű

Kiadva

2008

oldal

100

EAN

9783639072396

ISBN

3639072391

Enbook ID

06816520

Kiadó

VDM Verlag Dr. Mueller E.K.

Súly

145

Méretek

152 x 229 x 5

Teljes leírás

Various effects have been made to remedy the curse ofdimensionality for high-dimensional data. Partiallylinear models, as an effective dimensional reductiontechnique, have been intensively studied inliterature. We develop methodology for the estimationof regression parameters in partially linear modelswhen the covariates are measured with errors or maybe missing. We are particularly concerned with twocases where we observe a surrogate of the covariate.The second case focuses on the linear covariatebeing incompletely observable. We give thecorresponding solutions for the above problems. Thefirst solution employs the technique of correctingfor attenuation. The second is proposed using inverseweight probability. The resulting estimators areproven to be asymptotically normal. The model is usedto analyze a data set from the Framingham Heart Studyfor the purpose of illustrating the methods. We alsoinvestigate the semiparametric partially linearsingle index errors-in-variables models, for whichtwo classes of estimators are proposed, and thecorresponding theoretical properties are derived andcompared.

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Related Topics in Partially Linear Models

Semi-parametric Regression, Measurement Errors,Missing Data, Single-index Models, Regression Calibration

Információk a könyvről

Teljes leírás

Érdekelheti

Azok a vásárlók, akik ezt a könyvet megvásárolták, a következőket is megvásárolták