A Combined Approach to the Inference of Conditional Factor Models
This paper develops a new methodology for estimating and testing conditional factor models in finance. We propose a two-stage procedure that naturally unifies the two existing approaches in the finance literature -- the parametric approach and the nonparametric approach. Our combined approach posses...
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2014
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sg-smu-ink.soe_research-25912019-04-19T08:26:39Z A Combined Approach to the Inference of Conditional Factor Models LI, Yan SU, Liangjun XU, Yuewu This paper develops a new methodology for estimating and testing conditional factor models in finance. We propose a two-stage procedure that naturally unifies the two existing approaches in the finance literature -- the parametric approach and the nonparametric approach. Our combined approach possesses important advantages over both methods. Using our two-stage combined estimator, we derive new test statistics for investigating key hypotheses in the context of conditional factor models. Our tests can be performed on a single asset or jointly across multiple assets. We further propose a novel test to directly check whether the parametric model used in our first stage is correctly specified. In our empirical analysis, we use our new method to examine the performance of the conditional CAPM, which has generated controversial results in the recent asset-pricing literature. 2014-08-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/soe_research/1592 https://ink.library.smu.edu.sg/context/soe_research/article/2591/viewcontent/10_2014.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Conditional Factor Models Specification Tests Semiparametric Method Non-parametric Method Conditional CAPM Econometrics |
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Conditional Factor Models Specification Tests Semiparametric Method Non-parametric Method Conditional CAPM Econometrics LI, Yan SU, Liangjun XU, Yuewu A Combined Approach to the Inference of Conditional Factor Models |
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This paper develops a new methodology for estimating and testing conditional factor models in finance. We propose a two-stage procedure that naturally unifies the two existing approaches in the finance literature -- the parametric approach and the nonparametric approach. Our combined approach possesses important advantages over both methods. Using our two-stage combined estimator, we derive new test statistics for investigating key hypotheses in the context of conditional factor models. Our tests can be performed on a single asset or jointly across multiple assets. We further propose a novel test to directly check whether the parametric model used in our first stage is correctly specified. In our empirical analysis, we use our new method to examine the performance of the conditional CAPM, which has generated controversial results in the recent asset-pricing literature. |
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LI, Yan SU, Liangjun XU, Yuewu |
author_facet |
LI, Yan SU, Liangjun XU, Yuewu |
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LI, Yan |
title |
A Combined Approach to the Inference of Conditional Factor Models |
title_short |
A Combined Approach to the Inference of Conditional Factor Models |
title_full |
A Combined Approach to the Inference of Conditional Factor Models |
title_fullStr |
A Combined Approach to the Inference of Conditional Factor Models |
title_full_unstemmed |
A Combined Approach to the Inference of Conditional Factor Models |
title_sort |
combined approach to the inference of conditional factor models |
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Institutional Knowledge at Singapore Management University |
publishDate |
2014 |
url |
https://ink.library.smu.edu.sg/soe_research/1592 https://ink.library.smu.edu.sg/context/soe_research/article/2591/viewcontent/10_2014.pdf |
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