Single and multiple index functional regression models with nonparametric link

نویسندگان
چکیده

برای دانلود باید عضویت طلایی داشته باشید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Single and Multiple Index Functional Regression Models with Nonparametric Link

Fully nonparametric methods for regression from functional data have poor accuracy from a statistical viewpoint, reflecting the fact that their convergence rates are slower than nonparametric rates for the estimation of high-dimensional functions. This difficulty has led to an emphasis on the so-called functional linear model, which is much more flexible than common linear models in finite dime...

متن کامل

Nonparametric Checks for Single - Index Models

In this paper we study goodness-of-fit testing of single-index models. The large sample behavior of certain score-type test statistics is investigated. As a by-product, we obtain asymptotically distribution-free maximin tests for a large class of local alternatives. Furthermore, characteristic function based goodness-of-fit tests are proposed which are omnibus and able to detect peak alternativ...

متن کامل

Bayesian quantile regression for single-index models

Using an asymmetric Laplace distribution, which provides a mechanism for Bayesian inference of quantile regression models, we develop a fully Bayesian approach to fitting single-index models in conditional quantile regression. In this work, we use a Gaussian process prior for the unknown nonparametric link function and a Laplace distribution on the index vector, with the latter motivated by the...

متن کامل

Title Switching Nonparametric Regression Models for a Single Curve and Functional Data

July 11, 2013 Type Package Title Switching nonparametric regression models for a single curve and functional data Version 0.8-0 Date 2013-07-10 Author Camila de Souza and Davor Cubranic Maintainer Davor Cubranic Description Functions for estimating the parameters from the latent state process and the functions corresponding to t...

متن کامل

Package 'switchnpreg' Title Switching Nonparametric Regression Models for a Single Curve and Functional Data

February 20, 2015 Type Package Title Switching nonparametric regression models for a single curve and functional data Version 0.8-0 Date 2013-07-10 Author Camila de Souza and Davor Cubranic Maintainer Davor Cubranic Description Functions for estimating the parameters from the latent state process and the functions corresponding ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: The Annals of Statistics

سال: 2011

ISSN: 0090-5364

DOI: 10.1214/11-aos882