Prediction of the MSCI EURO index based on fuzzy grammar fragments extracted from European Central Bank statements

V. Milea, N. Sharef, Rui Jorge Almeida, U. Kaymak, F. Frasincar
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引用次数: 18

Abstract

We focus on predicting the movement of the MSCI EURO index based on European Central Bank (ECB) statements. For this purpose we learn and extract fuzzy grammars from the text of the ECB statements. Based on a set of selected General Inquirer (GI) categories, the extracted fuzzy grammars are grouped around individual content categories. The frequency at which these fuzzy grammars are encountered in the text constitute input to a Fuzzy Inference System (FIS). The FIS maps these frequencies to the levels of the MSCI EURO index. Ultimately, the goal is to predict whether the MSCI EURO index will exhibit upward or downward movement based on the content of ECB statements, as quantified through the use of fuzzy grammars and GI content categories.
基于从欧洲央行声明中提取的模糊语法片段的MSCI欧元指数预测
我们主要根据欧洲央行(ECB)的声明来预测MSCI欧元指数的走势。为此,我们从欧洲央行声明的文本中学习并提取模糊语法。基于一组选定的通用查询器(General Inquirer, GI)类别,提取的模糊语法围绕单个内容类别分组。这些模糊语法在文本中出现的频率构成模糊推理系统(FIS)的输入。FIS将这些频率映射到MSCI欧元指数的水平。最终,目标是预测MSCI欧元指数将根据欧洲央行声明的内容呈现上行或下行走势,通过使用模糊语法和GI内容类别进行量化。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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