Nonparametric threshold regression: Estimation and inference

The present work describes a simple approach to estimating the location of a threshold/changepoint in a nonparametric regression. This model has connections both to the time-series and regressiondiscontinuity literatures. The estimator leverages a simple decomposition, giving it the form of asemipar...

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Main Authors: HENDERSON, Daniel J., PARMETER, Christopher F., SU, Liangjun
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Language:English
Published: Institutional Knowledge at Singapore Management University 2015
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Online Access:https://ink.library.smu.edu.sg/soe_research/2066
https://ink.library.smu.edu.sg/context/soe_research/article/3065/viewcontent/Henderson__1_.pdf
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spelling sg-smu-ink.soe_research-30652017-08-31T02:56:12Z Nonparametric threshold regression: Estimation and inference HENDERSON, Daniel J. PARMETER, Christopher F. SU, Liangjun The present work describes a simple approach to estimating the location of a threshold/changepoint in a nonparametric regression. This model has connections both to the time-series and regressiondiscontinuity literatures. The estimator leverages a simple decomposition, giving it the form of asemiparametric smooth coefficient model. Optimal bandwidth selection and a suite of testing facilitiesare also presented. Several empirical examples are provided to illustrate the implementation of themethods discussed here. 2015-01-01T08:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/2066 https://ink.library.smu.edu.sg/context/soe_research/article/3065/viewcontent/Henderson__1_.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Change Point Local Average Treatment Effect Nonparametric Threshold Regression Regression Discontinuity Smoothed Bootstrap Structural Change Econometrics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Change Point
Local Average Treatment Effect
Nonparametric Threshold Regression
Regression Discontinuity
Smoothed Bootstrap
Structural Change
Econometrics
spellingShingle Change Point
Local Average Treatment Effect
Nonparametric Threshold Regression
Regression Discontinuity
Smoothed Bootstrap
Structural Change
Econometrics
HENDERSON, Daniel J.
PARMETER, Christopher F.
SU, Liangjun
Nonparametric threshold regression: Estimation and inference
description The present work describes a simple approach to estimating the location of a threshold/changepoint in a nonparametric regression. This model has connections both to the time-series and regressiondiscontinuity literatures. The estimator leverages a simple decomposition, giving it the form of asemiparametric smooth coefficient model. Optimal bandwidth selection and a suite of testing facilitiesare also presented. Several empirical examples are provided to illustrate the implementation of themethods discussed here.
format text
author HENDERSON, Daniel J.
PARMETER, Christopher F.
SU, Liangjun
author_facet HENDERSON, Daniel J.
PARMETER, Christopher F.
SU, Liangjun
author_sort HENDERSON, Daniel J.
title Nonparametric threshold regression: Estimation and inference
title_short Nonparametric threshold regression: Estimation and inference
title_full Nonparametric threshold regression: Estimation and inference
title_fullStr Nonparametric threshold regression: Estimation and inference
title_full_unstemmed Nonparametric threshold regression: Estimation and inference
title_sort nonparametric threshold regression: estimation and inference
publisher Institutional Knowledge at Singapore Management University
publishDate 2015
url https://ink.library.smu.edu.sg/soe_research/2066
https://ink.library.smu.edu.sg/context/soe_research/article/3065/viewcontent/Henderson__1_.pdf
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