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A Modified Model of Fuzzy Time Series for Forecasting Exchange Rates

机译:汇率预测的模糊时间序列修正模型

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摘要

Financial forecasting has become an important and challenging task for both researchers and investors. In order to improve the forecasting accuracy rate, in this paper, a modified heuristic model of fuzzy time series using FCM is proposed. Using the daily prices of USD/JPY and USD/CHY exchange rates as testing data, the empirical results show that the proposed method is able to get better forecasting results and higher accuracy than those of traditional econometric methods and some existing models of fuzzy time series.
机译:对于研究人员和投资者而言,财务预测已成为一项重要且具有挑战性的任务。为了提高预测的准确率,本文提出了一种改进的基于FCM的模糊时间序列启发式模型。以美元/日元和美元/日元的日均价格作为检验数据,实证结果表明,与传统的计量经济学方法和一些现有的模糊时间序列模型相比,该方法能够获得更好的预测结果和更高的准确性。 。

著录项

  • 来源
  • 会议地点 Wuhan(CN);Wuhan(CN)
  • 作者单位

    Issue Date: 6-7 March 2010rnrntOn page(s): rnt40rnttrn- 43rnrnrnLocation: Wuhan, ChinarnrnPrint ISBN: 978-1-4244-6388-6rnrnrnrnttrnDigital Object Identifier: href='http://dx.doi.org/10.1109/ETCS.2010.120' target='_blank'>10.1109/ETCS.2010.120 rnrnDate of Current Version: trnrnt2010-05-06 14:33:53.0rnrnt rntt class="body-text">rntname="Abstract">>Abstractrn>Financial forecasting has become an important and challenging task for both researchers and investors. In order to improve the forecasting accuracy rate, in this paper, a modified heuristic model of fuzzy time series using FCM is proposed. Using the daily prices of USD/JPY and USD/CHY exchange rates as testing data, the empirical results show that the proposed method is able;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 计算技术、计算机技术;
  • 关键词

    exchange rate; forecasting; fuzzy c-means clustering; fuzzy time series; heuristic model;

    机译:汇率;预测;模糊c均值聚类;模糊时间序列;启发式模型;
  • 入库时间 2022-08-26 13:48:07

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