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

被引:51
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
[51]  
PHILLIPS PCB, 1987, BIOMETRIKA, V74, P535, DOI 10.2307/2336692
[52]   Limit theory for moderate deviations from a unit root [J].
Phillips, Peter C. B. ;
Magdalinos, Tassos .
JOURNAL OF ECONOMETRICS, 2007, 136 (01) :115-130
[53]   Limit Theory for VARs with Mixed Roots Near Unity [J].
Phillips, Peter C. B. ;
Lee, Ji Hyung .
ECONOMETRIC REVIEWS, 2015, 34 (6-10) :1034-1055
[54]   ON CONFIDENCE INTERVALS FOR AUTOREGRESSIVE ROOTS AND PREDICTIVE REGRESSION [J].
Phillips, Peter C. B. .
ECONOMETRICA, 2014, 82 (03) :1177-1195
[55]   Specification Sensitivity in Right-Tailed Unit Root Testing for Explosive Behaviour [J].
Phillips, Peter C. B. ;
Shi, Shuping ;
Yu, Jun .
OXFORD BULLETIN OF ECONOMICS AND STATISTICS, 2014, 76 (03) :315-333
[56]   Predictive regression under various degrees of persistence and robust long-horizon regression [J].
Phillips, Peter C. B. ;
Lee, Ji Hyung .
JOURNAL OF ECONOMETRICS, 2013, 177 (02) :250-264
[57]   Folklore Theorems, Implicit Maps, and Indirect Inference [J].
Phillips, Peter C. B. .
ECONOMETRICA, 2012, 80 (01) :425-454
[58]   LOCAL LIMIT THEORY AND SPURIOUS NONPARAMETRIC REGRESSION [J].
Phillips, Peter C. B. .
ECONOMETRIC THEORY, 2009, 25 (06) :1466-1497
[59]  
Phillips PCB, 2007, REFINEMENT OF ECONOMETRIC ESTIMATION AND TEST PROCEDURES: FINITE SAMPLE AND ASYMPTOTIC ANALYSIS, P123, DOI 10.1017/CBO9780511493157.008
[60]  
Piketty T., 2014, CAPITAL 21 CENTURY