ASSESSING THE SIMULATION PERFORMANCES OF MULTIPLE MODEL SELECTION ALGORITHM

被引:0
作者
Yusof, Norhayati [1 ]
Ismail, Suzilah [1 ]
Muda, T. Zalizam T. [1 ]
机构
[1] Univ Utara Malaysia, Kedah, Malaysia
来源
PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON COMPUTING & INFORMATICS | 2015年
关键词
algorithm; SURE-Autometrics; Autometrics; seemingly unrelated regressions; feasible generalized least squares;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The Autometrics is an algorithm for single equation model selection. It is a hybrid method which combines expanding and contracting search techniques. In this study, the algorithm is extended for multiple equations modelling known as SURE-Autometrics. The aim of this paper is to assess the performance of the extended algorithm using various simulation experiment conditions. The capability of the algorithm in finding the true specification of multiple models is measured by the percentage of simulation outcomes. Overall results show that the algorithm has performed well for a model with two equations. The findings also indicated that the number of variables in the true models affect the algorithm performances. Hence, this study suggests improvement on the algorithm development for future research.
引用
收藏
页码:25 / 31
页数:7
相关论文
共 16 条
[1]   USING MODEL SELECTION ALGORITHMS TO OBTAIN RELIABLE COEFFICIENT ESTIMATES [J].
Castle, Jennifer L. ;
Qin, Xiaochuan ;
Reed, W. Robert .
JOURNAL OF ECONOMIC SURVEYS, 2013, 27 (02) :269-296
[2]   Evaluating Automatic Model Selection [J].
Castle, Jennifer L. ;
Doornik, Jurgen A. ;
Hendry, David F. .
JOURNAL OF TIME SERIES ECONOMETRICS, 2011, 3 (01)
[3]  
Doornik J. A., 2007, EMPIRICAL ECONOMETRI, V1
[4]  
Doornik J.A., 2009, The Methodology and Practice of Econometrics
[5]   Encompassing and Automatic Model Selection [J].
Doornik, Jurgen A. .
OXFORD BULLETIN OF ECONOMICS AND STATISTICS, 2008, 70 :915-925
[6]  
Ericsson N. R., 2009, METHODOLOGY PRACTICE
[7]   Employment, privatization, and managerial choice: Does contracting out reduce public sector employment? [J].
Fernandez, Sergio ;
Smith, Craig R. ;
Wenger, Jeffrey B. .
JOURNAL OF POLICY ANALYSIS AND MANAGEMENT, 2007, 26 (01) :57-77
[8]   Evaluating the forecasting performance of econometric models of air passenger traffic flows using multiple error measures [J].
Fildes, Robert ;
Wei, Yingqi ;
Ismail, Suzilah .
INTERNATIONAL JOURNAL OF FORECASTING, 2011, 27 (03) :902-922
[9]  
Hendry D.F., 1999, ECONOMET J, V2, P202, DOI [10.1111/1368, DOI 10.1111/1368]
[10]  
Hendry DF, 2014, ARNE RYDE MEM LECT S, P1