Halbert White Jr. Memorial JFEC Lecture: Pitfalls and Possibilities in Predictive Regression

被引:50
作者
Phillips, Peter C. B. [1 ,2 ,3 ,4 ]
机构
[1] Yale Univ, New Haven, CT 06520 USA
[2] Univ Auckland, Auckland 1, New Zealand
[3] Singapore Management Univ, Singapore 178902, Singapore
[4] Univ Southampton, Southampton SO9 5NH, Hants, England
基金
美国国家科学基金会;
关键词
bias; endogenous instrumentation; indirect inference; IVX estimation; local unit roots; mild integration; prediction; quantile crossing; unit roots; zero coverage probability; TIME-SERIES REGRESSION; DYNAMIC PANEL MODEL; AUTOREGRESSIVE ROOTS; LIMIT THEORY; ASYMPTOTIC INFERENCE; CONFIDENCE-INTERVALS; LIKELIHOOD; UNITY;
D O I
10.1093/jjfinec/nbv014
中图分类号
F8 [财政、金融];
学科分类号
0202 ;
摘要
Financial theory and econometric methodology both struggle in formulating models that are logically sound in reconciling short-run martingale behavior for financial assets with predictable long-run behavior, leaving much of the research to be empirically driven. The present article overviews recent contributions to this subject, focusing on the main pitfalls in conducting predictive regression and on some of the possibilities offered by modern econometric methods. The latter options include indirect inference and techniques of endogenous instrumentation that use convenient temporal transforms of persistent regressors. Some additional suggestions are made for bias elimination, quantile crossing amelioration, and control of predictive model misspecification.
引用
收藏
页码:521 / 555
页数:35
相关论文
共 71 条
[1]   The Rise and Decline of General Laws of Capitalism [J].
Acemoglu, Daron ;
Robinson, James A. .
JOURNAL OF ECONOMIC PERSPECTIVES, 2015, 29 (01) :3-28
[2]   Predictive regressions: A reduced-bias estimation method [J].
Amihud, Y ;
Hurvich, CM .
JOURNAL OF FINANCIAL AND QUANTITATIVE ANALYSIS, 2004, 39 (04) :813-841
[3]  
[Anonymous], 1958, T AM MATH SOC, DOI DOI 10.1090/S0002-9947-1958-0094863-X
[4]   SELF-ORGANIZED CRITICALITY - AN EXPLANATION OF 1/F NOISE [J].
BAK, P ;
TANG, C ;
WIESENFELD, K .
PHYSICAL REVIEW LETTERS, 1987, 59 (04) :381-384
[5]   Instrumental variable and variable addition based inference in predictive regressions [J].
Breitung, Joerg ;
Demetrescu, Matei .
JOURNAL OF ECONOMETRICS, 2015, 187 (01) :358-375
[6]   Efficient tests of stock return predictability [J].
Campbell, John Y. ;
Yogo, Motohiro .
JOURNAL OF FINANCIAL ECONOMICS, 2006, 81 (01) :27-60
[7]   Inference in models with nearly integrated regressors [J].
Cavanagh, CL ;
Elliott, G ;
Stock, JH .
ECONOMETRIC THEORY, 1995, 11 (05) :1131-1147
[8]  
Cenesizoglu T, 2008, IS DISTRIBUTIO UNPUB
[9]   ASYMPTOTIC INFERENCE FOR NEARLY NONSTATIONARY AR(1) PROCESSES [J].
CHAN, NH ;
WEI, CZ .
ANNALS OF STATISTICS, 1987, 15 (03) :1050-1063
[10]   BIAS REDUCTION AND LIKELIHOOD-BASED ALMOST EXACTLY SIZED HYPOTHESIS TESTING IN PREDICTIVE REGRESSIONS USING THE RESTRICTED LIKELIHOOD [J].
Chen, Willa W. ;
Deo, Rohit S. .
ECONOMETRIC THEORY, 2009, 25 (05) :1143-1179