• Complex
  • Title
  • Keyword
  • Abstract
  • Scholars
  • Journal
  • ISSN
  • Conference
搜索

Author:

Cao, Ruiyuan (Cao, Ruiyuan.) | Du, Jiang (Du, Jiang.) (Scholars:杜江) | Zhou, Jianjun (Zhou, Jianjun.) | Xie, Tianfa (Xie, Tianfa.)

Indexed by:

Scopus SCIE

Abstract:

In real data analysis, practitioners frequently come across the case that a discrete response will be related to both a function-valued random variable and a vector-value random variable as the predictor variables. In this paper, we consider the generalized functional partially linear models (GFPLM). The infinite slope function in the GFPLM is estimated by the principal component basis function approximations. Then, we consider the theoretical properties of the estimator obtained by maximizing the quasi likelihood function. The asymptotic normality of the estimator of the finite dimensional parameter and the rate of convergence of the estimator of the infinite dimensional slope function are established, respectively. We investigate the finite sample properties of the estimation procedure via Monte Carlo simulation studies and a real data analysis.

Keyword:

Lo&#232 Karhunen&#8211 Functional partially linear model ve representation Generalized linear model Quasi likelihood

Author Community:

  • [ 1 ] [Cao, Ruiyuan]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 2 ] [Du, Jiang]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 3 ] [Xie, Tianfa]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China
  • [ 4 ] [Zhou, Jianjun]Yunnan Univ, Sch Math & Stat, Kunming 650091, Yunnan, Peoples R China

Reprint Author's Address:

  • 杜江

    [Du, Jiang]Beijing Univ Technol, Coll Appl Sci, Beijing 100124, Peoples R China

Show more details

Related Keywords:

Related Article:

Source :

STATISTICAL PAPERS

ISSN: 0932-5026

Year: 2020

Issue: 6

Volume: 61

Page: 2715-2735

1 . 3 0 0

JCR@2022

ESI Discipline: MATHEMATICS;

ESI HC Threshold:46

Cited Count:

WoS CC Cited Count: 7

SCOPUS Cited Count: 8

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 1

Affiliated Colleges:

Online/Total:1039/5329874
Address:BJUT Library(100 Pingleyuan,Chaoyang District,Beijing 100124, China Post Code:100124) Contact Us:010-67392185
Copyright:BJUT Library Technical Support:Beijing Aegean Software Co., Ltd.