Technological forecasting - Model selection, model stability, and combining models

被引:141
作者
Meade, N [1 ]
Islam, T [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Sch Management, London SW7 2PG, England
关键词
innovation diffusion; model selection; combination of forecasts; logistic curve;
D O I
10.1287/mnsc.44.8.1115
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
The paper identifies 29 models that the Literature suggests are appropriate for technological forecasting. These models are divided into three classes according to the timing of the point of inflexion in the innovation or substitution process. Faced with a given data set and such a choice, the issue of model selection needs to be addressed. Evidence used to aid model selection is drawn from measures of model fit and model stability. An analysis of the forecasting performance of these models using simulated data sets shows that it is easier to identify a class of possible models rather than the 'best' model. This leads to the combining of model forecasts. The performance of the combined forecasts appears promising with a tendency to outperform the individual component models.
引用
收藏
页码:1115 / 1130
页数:16
相关论文
共 47 条
[21]   INNOVATION DIFFUSION IN A DYNAMIC POTENTIAL ADOPTER POPULATION [J].
MAHAJAN, V ;
PETERSON, RA .
MANAGEMENT SCIENCE, 1978, 24 (15) :1589-1597
[22]   NEW PRODUCT DIFFUSION-MODELS IN MARKETING - A REVIEW AND DIRECTIONS FOR RESEARCH [J].
MAHAJAN, V ;
MULLER, E ;
BASS, FM .
JOURNAL OF MARKETING, 1990, 54 (01) :1-26
[23]  
MAHAJAN V, 1993, HDB OPERATION RES MA
[24]   TECHNICAL CHANGE AND THE RATE OF IMITATION [J].
MANSFIELD, E .
ECONOMETRICA, 1961, 29 (04) :741-766
[25]  
Martino J., 1983, TECHNOLOGICAL FORECA
[26]  
MCCARTHY C, 1976, EC SOCIAL REV DUBLIN, V7, P256
[27]   A MODIFIED LOGISTIC MODEL APPLIED TO HUMAN-POPULATIONS [J].
MEADE, N .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES A-STATISTICS IN SOCIETY, 1988, 151 :491-498
[28]   FORECASTING USING GROWTH-CURVES - AN ADAPTIVE APPROACH [J].
MEADE, N .
JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY, 1985, 36 (12) :1103-1115
[29]   FITTING OF A GENERALIZATION OF LOGISTIC CURVE [J].
NELDER, JA .
BIOMETRICS, 1961, 17 (01) :89-&
[30]  
*NUM ALG GROUP, 1986, NAG FORTRAN LIB MAN