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来源类型Working Paper
规范类型报告
DOI10.3386/w24858
来源IDWorking Paper 24858
Factors that Fit the Time Series and Cross-Section of Stock Returns
Martin Lettau; Markus Pelger
发表日期2018-07-30
出版年2018
语种英语
摘要We propose a new method for estimating latent asset pricing factors that fit the time-series and cross-section of expected returns. Our estimator generalizes Principal Component Analysis (PCA) by including a penalty on the pricing error in expected returns. We show that our estimator strongly dominates PCA and finds weak factors with high Sharpe-ratios that PCA cannot detect. Studying a large number of characteristic sorted portfolios we find that five latent factors with economic meaning explain well the cross-section and time-series of returns. We show that out-of-sample the maximum Sharpe-ratio of our five factors is more than twice as large as with PCA with significantly smaller pricing errors. Our factors are based on only a subset of the stock characteristics implying that a significant amount of characteristic information is redundant.
主题Econometrics ; Estimation Methods ; Financial Economics ; Portfolio Selection and Asset Pricing
URLhttps://www.nber.org/papers/w24858
来源智库National Bureau of Economic Research (United States)
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资源类型智库出版物
条目标识符http://119.78.100.153/handle/2XGU8XDN/582532
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GB/T 7714
Martin Lettau,Markus Pelger. Factors that Fit the Time Series and Cross-Section of Stock Returns. 2018.
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