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Content Provider | IEEE Xplore Digital Library |
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Author | Turkedjiev, E. Angelova, M. Busawon, K. |
Copyright Year | 2013 |
Description | Author affiliation: Fac. of Eng. & Environ., Northumbria Univ., Newcastle upon Tyne, UK (Turkedjiev, E.; Angelova, M.; Busawon, K.) |
Abstract | The study's objective is to justify the use of the ANN for the short-term prediction of share prices, particularly in the banking sector. The assumption is that financial share time-series contain significant non-linearity and that the ANN can be utilized effectively. The ANN model is compared with a linear regression model. Non-linearity is shown by deduction via a comparison of experimental results using the ANN and linear regression models. Furthermore the ANN model is compared with another nonlinear type of model i.e. bilinear model as well. The experiments are based on actual monthly (four-week) period datasets, and the performance of the models is formally evaluated. The conclusions are positive and do merit further experimentation. |
Sponsorship | IEEE UK/Ireland Sect. C Chapt. |
Starting Page | 6 |
Ending Page | 11 |
File Size | 634238 |
Page Count | 6 |
File Format | |
ISBN | 9781467364218 |
DOI | 10.1109/UKSim.2013.31 |
Language | English |
Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Publisher Date | 2013-04-10 |
Publisher Place | UK |
Access Restriction | Subscribed |
Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
Subject Keyword | Validation Banking sector Computational modeling Linear regression Artificial neural networks Share prices Linear models Short-term share trading Bilinear model Financial shares Data models Numerical models Mathematical model |
Content Type | Text |
Resource Type | Article |
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