Efficient estimation of generalized nonparametric model under additive structure

In this thesis, we develop novel nonparametric estimation techniques for two distinct classes of models: (1) Generalized Additive Models with Unknown Link Functions (GAMULF) and (2) Generalized Panel Data Transformation Models with Fixed Effects. Both models avoid parametric assumptions on their res...

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Bibliographic Details
Main Author: XIA, Ying
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2023
Subjects:
Online Access:https://ink.library.smu.edu.sg/etd_coll/493
https://ink.library.smu.edu.sg/context/etd_coll/article/1491/viewcontent/Ying_dissertation_signed.pdf
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Institution: Singapore Management University
Language: English