Details about Dacheng Xiu
Access statistics for papers by Dacheng Xiu.
Last updated 2025-02-06. Update your information in the RePEc Author Service.
Short-id: pxi68
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Working Papers
2025
- Can Machines Learn Weak Signals?
NBER Working Papers, National Bureau of Economic Research, Inc
2024
- Nonstandard Errors
Post-Print, HAL 
Also in LSE Research Online Documents on Economics, London School of Economics and Political Science, LSE Library (2024)  Working Papers, Lund University, Department of Economics (2021)  Working Papers, Faculty of Economics and Statistics, Universität Innsbruck (2021) View citations (6)
See also Journal Article Nonstandard Errors, Journal of Finance, American Finance Association (2024) (2024)
- The Statistical Limit of Arbitrage
NBER Working Papers, National Bureau of Economic Research, Inc
2023
- Financial Machine Learning
NBER Working Papers, National Bureau of Economic Research, Inc View citations (2)
2021
- Business News and Business Cycles
NBER Working Papers, National Bureau of Economic Research, Inc View citations (10)
- Test Assets and Weak Factors
NBER Working Papers, National Bureau of Economic Research, Inc View citations (11)
Also in CEPR Discussion Papers, C.E.P.R. Discussion Papers (2021) 
See also Journal Article Test Assets and Weak Factors, Journal of Finance, American Finance Association (2025) (2025)
2020
- Inference on Risk Premia in Continuous-Time Asset Pricing Models
NBER Working Papers, National Bureau of Economic Research, Inc View citations (5)
- Taming the Factor Zoo: A Test of New Factors
CEPR Discussion Papers, C.E.P.R. Discussion Papers View citations (161)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2019) View citations (60)
See also Journal Article Taming the Factor Zoo: A Test of New Factors, Journal of Finance, American Finance Association (2020) View citations (160) (2020)
- The Structure of Economic News
NBER Working Papers, National Bureau of Economic Research, Inc View citations (32)
2019
- Predicting Returns With Text Data
NBER Working Papers, National Bureau of Economic Research, Inc View citations (46)
2018
- Empirical Asset Pricing via Machine Learning
Swiss Finance Institute Research Paper Series, Swiss Finance Institute View citations (80)
Also in NBER Working Papers, National Bureau of Economic Research, Inc (2018) View citations (72)
See also Journal Article Empirical Asset Pricing via Machine Learning, The Review of Financial Studies, Society for Financial Studies (2020) View citations (460) (2020)
2017
- Inference on Risk Premia in the Presence of Omitted Factors
NBER Working Papers, National Bureau of Economic Research, Inc View citations (11)
2015
- Nonparametric Estimation of the Leverage Effect: A Trade-off between Robustness and Efficiency
Cahiers de recherche, Centre interuniversitaire de recherche en économie quantitative, CIREQ 
Also in Cahiers de recherche, Universite de Montreal, Departement de sciences economiques (2015) View citations (1)
See also Journal Article Nonparametric Estimation of the Leverage Effect: A Trade-Off Between Robustness and Efficiency, Journal of the American Statistical Association, Taylor & Francis Journals (2017) View citations (21) (2017)
- Principal Component Analysis of High Frequency Data
NBER Working Papers, National Bureau of Economic Research, Inc View citations (6)
See also Journal Article Principal Component Analysis of High-Frequency Data, Journal of the American Statistical Association, Taylor & Francis Journals (2019) View citations (34) (2019)
2014
- A Tale of Two Option Markets: Pricing Kernels and Volatility Risk
Finance and Economics Discussion Series, Board of Governors of the Federal Reserve System (U.S.) View citations (7)
See also Journal Article A tale of two option markets: Pricing kernels and volatility risk, Journal of Econometrics, Elsevier (2016) View citations (48) (2016)
2012
- Econometric analysis of multivariate realised QML: efficient positive semi-definite estimators of the covariation of equity prices
Economics Series Working Papers, University of Oxford, Department of Economics View citations (6)
Journal Articles
2025
- Test Assets and Weak Factors
Journal of Finance, 2025, 80, (1), 259-319 
See also Working Paper Test Assets and Weak Factors, NBER Working Papers (2021) View citations (11) (2021)
2024
- Nonstandard Errors
Journal of Finance, 2024, 79, (3), 2339-2390 
See also Working Paper Nonstandard Errors, Post-Print (2024) (2024)
2022
- Factor Models, Machine Learning, and Asset Pricing
Annual Review of Financial Economics, 2022, 14, (1), 337-368 View citations (26)
2021
- Asset Pricing with Omitted Factors
Journal of Political Economy, 2021, 129, (7), 1947 - 1990 View citations (58)
- Autoencoder asset pricing models
Journal of Econometrics, 2021, 222, (1), 429-450 View citations (99)
- Thousands of Alpha Tests
(The performance of hedge funds: Risk, return, and incentives)
The Review of Financial Studies, 2021, 34, (7), 3456-3496 View citations (19)
See also Chapter Thousands of Alpha Tests, NBER Chapters, 2021, 3456 (2021) View citations (22) (2021)
- When Moving‐Average Models Meet High‐Frequency Data: Uniform Inference on Volatility
Econometrica, 2021, 89, (6), 2787-2825 View citations (4)
2020
- Empirical Asset Pricing via Machine Learning
The Review of Financial Studies, 2020, 33, (5), 2223-2273 View citations (460)
See also Working Paper Empirical Asset Pricing via Machine Learning, Swiss Finance Institute Research Paper Series (2018) View citations (80) (2018)
- High-frequency factor models and regressions
Journal of Econometrics, 2020, 216, (1), 86-105 View citations (22)
- Taming the Factor Zoo: A Test of New Factors
Journal of Finance, 2020, 75, (3), 1327-1370 View citations (160)
See also Working Paper Taming the Factor Zoo: A Test of New Factors, CEPR Discussion Papers (2020) View citations (161) (2020)
2019
- A Hausman test for the presence of market microstructure noise in high frequency data
Journal of Econometrics, 2019, 211, (1), 176-205 View citations (24)
- Knowing factors or factor loadings, or neither? Evaluating estimators of large covariance matrices with noisy and asynchronous data
Journal of Econometrics, 2019, 208, (1), 43-79 View citations (22)
- Principal Component Analysis of High-Frequency Data
Journal of the American Statistical Association, 2019, 114, (525), 287-303 View citations (34)
See also Working Paper Principal Component Analysis of High Frequency Data, NBER Working Papers (2015) View citations (6) (2015)
2018
- Comment on: Limit of Random Measures Associated with the Increments of a Brownian Semimartingale*
Journal of Financial Econometrics, 2018, 16, (4), 570-582
- Resolution of policy uncertainty and sudden declines in volatility
Journal of Econometrics, 2018, 203, (2), 297-315 View citations (62)
2017
- Econometric analysis of multivariate realised QML: Estimation of the covariation of equity prices under asynchronous trading
Journal of Econometrics, 2017, 201, (1), 19-42 View citations (5)
- Nonparametric Estimation of the Leverage Effect: A Trade-Off Between Robustness and Efficiency
Journal of the American Statistical Association, 2017, 112, (517), 384-396 View citations (21)
See also Working Paper Nonparametric Estimation of the Leverage Effect: A Trade-off between Robustness and Efficiency, Cahiers de recherche (2015) (2015)
- Using principal component analysis to estimate a high dimensional factor model with high-frequency data
Journal of Econometrics, 2017, 201, (2), 384-399 View citations (87)
2016
- A tale of two option markets: Pricing kernels and volatility risk
Journal of Econometrics, 2016, 190, (1), 176-196 View citations (48)
See also Working Paper A Tale of Two Option Markets: Pricing Kernels and Volatility Risk, Finance and Economics Discussion Series (2014) View citations (7) (2014)
- Generalized Method of Integrated Moments for High‐Frequency Data
Econometrica, 2016, 84, (4), 1613-1633 View citations (9)
Also in Econometrica, 2016, 84, 1613-1633 (2016) View citations (18)
- Incorporating Global Industrial Classification Standard Into Portfolio Allocation: A Simple Factor-Based Large Covariance Matrix Estimator With High-Frequency Data
Journal of Business & Economic Statistics, 2016, 34, (4), 489-503 View citations (70)
- Increased correlation among asset classes: Are volatility or jumps to blame, or both?
Journal of Econometrics, 2016, 194, (2), 205-219 View citations (50)
2014
- Hermite polynomial based expansion of European option prices
Journal of Econometrics, 2014, 179, (2), 158-177 View citations (39)
- Quasi-Maximum Likelihood Estimation of GARCH Models With Heavy-Tailed Likelihoods
Journal of Business & Economic Statistics, 2014, 32, (2), 178-191 View citations (73)
- Rejoinder
Journal of Business & Economic Statistics, 2014, 32, (2), 204-205
2010
- High-Frequency Covariance Estimates With Noisy and Asynchronous Financial Data
Journal of the American Statistical Association, 2010, 105, (492), 1504-1517 View citations (130)
- Quasi-maximum likelihood estimation of volatility with high frequency data
Journal of Econometrics, 2010, 159, (1), 235-250 View citations (137)
Chapters
2021
- Thousands of Alpha Tests
A chapter in Big Data: Long-Term Implications for Financial Markets and Firms, 2021, pp 3456 View citations (22)
See also Journal Article Thousands of Alpha Tests, Society for Financial Studies (2021) View citations (19) (2021)
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