Charbonneau, Louis (2008) Evolution of an artificial market and its use to predict future stock prices. Masters thesis, Concordia University.
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Abstract
We propose a model of a deterministic artificial stock market driven by a chromosome that encodes the different trading rules of its agents as individual genes. We first define a stylized version of a price-adjustment mechanism that is calibrated to real market data to interpret any random chromosome. Once the gene is activated, we use a steady-state genetic algorithm to invert the market, namely to infer which chromosome is activated in order to generate a given financial time-series without any a priori knowledge of its agent structure. This reconstructed active chromosome is then used to generate price forecasts. These forecasts are analyzed and compared to the standard ARIMA time-series forecasting method.
Divisions: | Concordia University > Gina Cody School of Engineering and Computer Science > Computer Science and Software Engineering |
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Item Type: | Thesis (Masters) |
Authors: | Charbonneau, Louis |
Pagination: | ix, 114 leaves : ill. ; 29 cm. |
Institution: | Concordia University |
Degree Name: | M. Comp. Sc. |
Program: | Computer Science and Software Engineering |
Date: | 2008 |
Thesis Supervisor(s): | Grogono, Peter and Kharma, Nawwaf |
Identification Number: | LE 3 C66C67M 2008 C42 |
ID Code: | 976326 |
Deposited By: | Concordia University Library |
Deposited On: | 22 Jan 2013 16:23 |
Last Modified: | 13 Jul 2020 20:10 |
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