| 注册
首页|期刊导航|计算机技术与发展|基于改进变权重组合预测模型的产品销售预测

基于改进变权重组合预测模型的产品销售预测

王方顺 严洪森 刘欣

计算机技术与发展2012,Vol.22Issue(3):217-221,5.
计算机技术与发展2012,Vol.22Issue(3):217-221,5.

基于改进变权重组合预测模型的产品销售预测

Prediction of Product Sales Based on Improved Combined Forecasting Model with Variable Weights

王方顺 1严洪森 2刘欣1

作者信息

  • 1. 东南大学复杂工程系统测量与控制教育部重点实验室,江苏南京210096
  • 2. 东南大学自动化学院,江苏南京210096
  • 折叠

摘要

Abstract

Through the characteristic analysis of car product sale series, a combination forecast theory is introduced, and an improved combined forecasting model with variable weights is proposed. And then,the coefficient with variable weights estimation method is put forward. Considering the characteristics of multi-dimension, small samples, nonlinearity and multi-apex, three methods of monomial prediction based on support vector machine (SVM) are used in this paper. By analyzing the example, it shows that the improved combined forecasting model with variable weights has higher prediction accuracy than the monomial prediction model. Finally, the results of forecasting car sale indicate that the product sale forecasting method based on the improved combined forecasting model with variable weights is effective and feasible.

关键词

变权重/组合预测/支持向量机/模型

Key words

variable weights/combined forecasting/support vector machine/model

分类

信息技术与安全科学

引用本文复制引用

王方顺,严洪森,刘欣..基于改进变权重组合预测模型的产品销售预测[J].计算机技术与发展,2012,22(3):217-221,5.

基金项目

国家自然科学基金资助项目(50875046,60934008) (50875046,60934008)

计算机技术与发展

OACSTPCD

1673-629X

访问量0
|
下载量0
段落导航相关论文