Forecasting integrated circuit output using multivariate grey model and grey relational analysis

被引:89
作者
Hsu, Li-Chang [2 ]
Wang, Chao-Hung [1 ]
机构
[1] Ling Tung Univ, Dept Int Business, Taichung 40852, Taiwan
[2] Ling Tung Univ, Dept Finance, Taichung 40852, Taiwan
关键词
Multivariate grey model; Grey relational analysis; Forecasting; Integrated circuit; FOREIGN DIRECT-INVESTMENT; DEMAND; PERFORMANCE; GROWTH;
D O I
10.1016/j.eswa.2007.11.015
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Integrated circuit outputs forecasts are of great economic value for both public and the private sectors in the world economy. In order to adjust policies and correct the invest portfolios; information relating to the development of the integrated circuit industry is of great importance to the governments, the policymakers, and stakeholders. Recently, numerous researchers have presented a wide range of forecasting techniques for the high-technology industry. Most of these methods are based on statistical studies that involve the use of univariate time series data. However, these models usually fail to clearly explain the insights of forecast results. This work proposes a new prediction approach using the multivariate grey model combined with grey relational analysis. Results indicate that the proposed a combined method provides significantly improvement over the traditional methods in both forecasting techniques and in scanning variables. Managerial implications and future research directions are also discussed. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:1403 / 1409
页数:7
相关论文
共 43 条
[1]  
Allen P.G., 2001, PRINCIPLES FORECASTI
[2]  
ALVIM CF, 2004, EC ENERGY JUN, V44
[3]  
Andras TrinaLarsen., 2003, International Journal of Business and Economics, V2, P167
[4]  
[Anonymous], J GREY SYSTEM
[5]  
[Anonymous], EC B
[6]   The comparative forecast performance of univariate and multivariate models: an application to real interest rate forecasting [J].
Bidarkota, PV .
INTERNATIONAL JOURNAL OF FORECASTING, 1998, 14 (04) :457-468
[7]   Neural network approach to forecasting of quasiperiodic financial time series [J].
Bodyanskiy, Yevgeniy ;
Popov, Sergiy .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2006, 175 (03) :1357-1366
[8]   Investigating resource utilization and product competence to improve production management - An empirical study [J].
Chen, LH ;
Liaw, SY .
INTERNATIONAL JOURNAL OF OPERATIONS & PRODUCTION MANAGEMENT, 2001, 21 (9-10) :1180-1194
[9]   An annual index of U. S. industrial production, 1790-1915 [J].
Davis, JH .
QUARTERLY JOURNAL OF ECONOMICS, 2004, 119 (04) :1177-1215
[10]   CONTROL-PROBLEMS OF GREY SYSTEMS [J].
DENG, JL .
SYSTEMS & CONTROL LETTERS, 1982, 1 (05) :288-294