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CP-activated WASD neuronet approach to Asian population prediction with abundant experimental verification

机译:CP激活的WASD神经网络方法用于亚洲人口预测并具有丰富的实验验证

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摘要

Data fitting and prediction are important in many domains. As computing power improves, artificial intelligence fitting methods such as the WASD (weights and structure-determination) neuronet become more operable. Although the WASD neuronet has been applied to several other issues, its application on fitting data needs to be explored and discussed more specifically. This paper is committed to introducing the WASD-neuronet model activated by Chebyshev polynomials of class 1 for data fitting and to exploring its capability of data prediction. The learning-checking method and the concept of global minimum point are introduced to improve the prediction performance and extend the application of the WASD-neuronet model. Applying such a model to Asian population prediction substantiates its excellent performance. With numerical experiments validating the predicting performance and a final prediction based on historical data, this paper presents a reasonable tendency of Asian population. (C) 2016 Elsevier B.V. All rights reserved.
机译:数据拟合和预测在许多领域都很重要。随着计算能力的提高,诸如WASD(重量和结构确定)神经网络之类的人工智能拟合方法变得更加实用。尽管WASD神经网络已经应用于其他几个问题,但是它在拟合数据上的应用仍需要进一步探讨。本文致力于介绍由1类Chebyshev多项式激活的WASD神经网络模型以进行数据拟合,并探索其数据预测能力。引入了学习检验的方法和全局最小点的概念,以提高预测性能并扩展WASD-神经网络模型的应用。将这种模型应用于亚洲人口预测可以证明其出色的性能。通过数值实验验证了预测性能,并基于历史数据进行了最终预测,本文提出了亚洲人口的合理趋势。 (C)2016 Elsevier B.V.保留所有权利。

著录项

  • 来源
    《Neurocomputing》 |2016年第19期|48-57|共10页
  • 作者单位

    Sun Yat Sen Univ, Sch Informat Sci & Technol, Guangzhou 510006, Guangdong, Peoples R China;

    Huaqiao Univ, Coll Informat Sci & Engn, Xiamen 361021, Peoples R China;

    Sun Yat Sen Univ, Sch Informat Sci & Technol, Guangzhou 510006, Guangdong, Peoples R China;

    Sun Yat Sen Univ, Sch Informat Sci & Technol, Guangzhou 510006, Guangdong, Peoples R China;

    Sun Yat Sen Univ, Sch Informat Sci & Technol, Guangzhou 510006, Guangdong, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Chebyshev polynomial; WASD neuronet; Population prediction; Data fitting;

    机译:Chebyshev多项式WASD神经网络人口预测数据拟合;

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