Title :
Prediction of the MSCI EURO index based on fuzzy grammar fragments extracted from European Central Bank statements
Author :
Milea, Viorel ; Sharef, Nurfadhlina Mohd ; Almeida, Rui Jorge ; Kaymak, Uzay ; Frasincar, Flavius
Author_Institution :
Econometric Inst., Erasmus Univ. Rotterdam, Rotterdam, Netherlands
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.
Keywords :
banking; fuzzy reasoning; grammars; ECB; FIS; GI; MSCI EURO index prediction; european central bank statements; fuzzy grammar fragments; fuzzy inference system; general inquirer; Biological system modeling; Economics; Europe; Grammar; Indexes; Testing; Training; Fuzzy Inference System; Fuzzy grammar; General Inquirer; MSCI EURO; index prediction;
Conference_Titel :
Soft Computing and Pattern Recognition (SoCPaR), 2010 International Conference of
Conference_Location :
Paris
Print_ISBN :
978-1-4244-7897-2
DOI :
10.1109/SOCPAR.2010.5686083