Chi-squared tests of interval and density forecasts, and the Bank of England's fan charts

被引:76
作者
Wallis, KF [1 ]
机构
[1] Univ Warwick, Dept Econ, Coventry CV4 7AL, W Midlands, England
关键词
forecast evaluation; interval forecasts; density forecasts; likelihood ratio tests; chi-squared tests; exact inference; Bank of England inflation forecasts;
D O I
10.1016/S0169-2070(02)00009-2
中图分类号
F [经济];
学科分类号
02 ;
摘要
This article reviews recently proposed likelihood ratio tests of goodness-of-fit and independence of interval forecasts. It recasts them in the framework of Pearson chi-squared statistics, and considers their extension to density forecasts. The use of the familiar framework of contingency tables increases the accessibility of these methods to users, and allows the incorporation of two recent developments, namely a more informative decomposition of the chi-squared goodness-of-fit statistic and the calculation of exact small-sample distributions. The tests are applied to two series of density forecasts of inflation, namely the US Survey of Professional Forecasters and the Bank of England fan charts. This first evaluation of the fan chart forecasts finds that, whereas the current-quarter forecasts are well-calibrated, this is less true of the one-year-ahead forecasts. The fan charts fan out too quickly and the excessive concern with the upside risks was not justified over the period considered. (C) 2002 International Institute of Forecasters. Published by Elsevier Science B.V. All rights reserved.
引用
收藏
页码:165 / 175
页数:11
相关论文
共 20 条
[1]   SIMPLE TESTS OF DISTRIBUTIONAL FORM [J].
ANDERSON, G .
JOURNAL OF ECONOMETRICS, 1994, 62 (02) :265-276
[2]   STATISTICAL-INFERENCE ABOUT MARKOV-CHAINS [J].
ANDERSON, TW ;
GOODMAN, LA .
ANNALS OF MATHEMATICAL STATISTICS, 1957, 28 (01) :89-110
[3]  
[Anonymous], 1994, Kendall's Advanced Theory of Statistics, Distribution theory
[4]  
[Anonymous], 2005, ENCY BIOSTAT, DOI [DOI 10.1002/0470011815.B2A10019, 10.1002/0470011815.b2a10019]
[5]   Evaluating interval forecasts [J].
Christoffersen, PF .
INTERNATIONAL ECONOMIC REVIEW, 1998, 39 (04) :841-862
[6]  
CLEMENTS MP, 2001, IN PRESS J APPL ECON
[7]  
Diebold A.S., 1999, Cointegration, causality, and forecasting: A Festschrift in honour of Clive W.J. Granger, P76
[8]   Evaluating density forecasts with applications to financial risk management [J].
Diebold, FX ;
Gunther, TA ;
Tay, AS .
INTERNATIONAL ECONOMIC REVIEW, 1998, 39 (04) :863-883
[9]   INTERVAL FORECASTING - AN ANALYSIS BASED UPON ARCH-QUANTILE ESTIMATORS [J].
GRANGER, CWJ ;
WHITE, H ;
KAMSTRA, M .
JOURNAL OF ECONOMETRICS, 1989, 40 (01) :87-96
[10]   THE 3-PARAMETER 2-PIECE NORMAL FAMILY OF DISTRIBUTIONS AND ITS FITTING [J].
JOHN, S .
COMMUNICATIONS IN STATISTICS PART A-THEORY AND METHODS, 1982, 11 (08) :879-885