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Conditional evaluation of predictive models: The cspa command

delete2023-01-05
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OA
AI
李
李佳 (Jia Li) *
廖志鹏 封面图
廖志鹏 (Zhipeng Liao)
R
Rogier Quaedvlieg
W
Wenyu Zhou
DOI:10.1177/1536867X221141014delete
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摘要

摘要

En 中文
In this article, we introduce a new command, cspa, that implements the conditional superior predictive ability test developed in Li, Liao, and Quaedvlieg (2022, Review of Economic Studies 89: 843-875). With the conditional performance of predictive methods measured nonparametrically by the conditional expectation functions of their predictive losses, we test the null hypothesis that a benchmark model weakly outperforms a collection of competitors uniformly across the conditioning space. The proposed command can implement this test for both independent cross-sectional data and serially dependent time-series data. Confidence sets for the most superior model can be obtained by inverting the test, for which the cspa command also offers a convenient implementation.
Keyword:
st0696
cspa
conditional moment inequality
forecast evaluation
functional inference
series estimation

期刊

S
Stata Journal
IF:
2.4
论文数:
1.2K
被引数:
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Singapore Management University
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European Central Bank
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university of california los angeles
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