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Forecasting Taiwan's major stock indices by the Nash nonlinear grey Bernoulli model

机译:用Nash非线性灰色Bernoulli模型预测台湾主要股票指数

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摘要

The mathematics of traditional grey model is not only easy to understand but also simple to calculate. But, the linear nature of its original model results in the inability to forecast the drastically changed data of which essence is in nonlinear. For this reason, this study investigates cases using nonlinear grey Ber-noulli model (NCBM) to demonstrate its ability in forecasting nonlinear data. The NGBM is a nonlinear differential equation with power n. The power n is determined by a simple computer iterative program, which calculates the minimum average relative percentage error of the forecast model. Furthermore, the authors improve NGBM by Nash equilibrium concept The Nash NGBM (NNGBM) contains two parame-ters, the power n and the background value p, which increase the adjustability of NGBM model. This newly proposed model could enhance the modeling precision furthermore. In order to validate the fea-sibility of the NNGBM concept, the NNGBM is applied to forecast the monthly Taiwan stock indices for 3rd quarter of 2008. The forecasting results show: (1) the NNGBM actually improve the forecasting pre-cision, (2) the Taiwan's stock markets tend to be a bear market from July 2007 to September 2008, and the whole investing environments will prevail with collapsing financial prices, pessimism and economic slowdown.
机译:传统灰色模型的数学不仅易于理解,而且易于计算。但是,其原始模型的线性性质导致无法预测本质上为非线性的急剧变化的数据。因此,本研究调查了使用非线性灰色Ber-noulli模型(NCBM)的案例,以证明其在预测非线性数据方面的能力。 NGBM是幂为n的非线性微分方程。幂n由一个简单的计算机迭代程序确定,该程序计算预测模型的最小平均相对百分比误差。此外,作者通过Nash平衡概念改进了NGBM。Nash NGBM(NNGBM)包含两个参数,幂n和背景值p,这增加了NGBM模型的可调整性。这个新提出的模型可以进一步提高建模精度。为了验证NNGBM概念的可行性,将NNGBM应用于预测2008年第三季度台湾月度股指。预测结果表明:(1)NNGBM实际上提高了预测精度,(2 )从2007年7月到2008年9月,台湾股市往往是熊市,整个投资环境将因金融价格崩溃,悲观情绪和经济放缓而普遍存在。

著录项

  • 来源
    《Expert Systems with Application》 |2010年第12期|p.7557-7562|共6页
  • 作者单位

    Department of Industrial Engineering and Management, I-Shou University, 1, Section 1, Syuecheng Road, Dashu Township, Kaohsiung County 84041, Taiwan;

    rnDepartment of International Business, Cheng Shiu University, 840 Cheng-Ching Rd., NiaoSong Township, Kaohsiung County 83305, Taiwan;

    rnDepartment of Business Management, National Sun Yat-Sen University, 70, Lianhai Road, Kaohsiung 804, Taiwan;

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  • 正文语种 eng
  • 中图分类
  • 关键词

    nonlinear grey bernoulli model; nash equilibrium; grey forecasting; stock index;

    机译:非线性灰色伯努利模型纳什均衡灰色预测股票指数;

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