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Applying Neural Networks to Day-to-Day Stock Prediction by Thomas Eskebaek.

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Presentation on theme: "Applying Neural Networks to Day-to-Day Stock Prediction by Thomas Eskebaek."— Presentation transcript:

1 Applying Neural Networks to Day-to-Day Stock Prediction by Thomas Eskebaek

2 Overview Background Theories and Strategies Computer Model Theory Implementation Results Conclusion Questions

3 Background Stock Trading Profit is the goal, foresight the means History Tried for centuries, still no successful method Stock Analysis Foresight is illusive, this offers a hand

4 Theories and Strategies Fundamental Analysis A stock’s performance can be predicted using intrinsic values, intuition and experience Technical Analysis A stock’s past performance is used to deduce it’s future performance The Random Walk The academics: Stocks are unpredictable

5 Computer Model Theory Indicators Properties of a stock used by a model to predict future performance Time Horizons The time frame of the prediction Data Selection Data included in the design of the model

6 Implementation A Neural Network As a tool for the day trader Predicts performance on a daily basis Advantages Introduces randomness Very flexible, easily reconfigured Low computation time

7 Results 3 Different Performance Parameters Correct prediction of direction of change Up to 76% within a stock class Correct prediction within 10% Between 4% and 8% - pretty close! Correct prediction within 5% Between 0% and 6% - lacks behind! Good results The system has merit, it’s useable Could be better with more different tests

8 Conclusion Model shows promise Can be used ‘as is’ as a directional predictor System needs consistency check Different configurations could show even better results – more tests needed System merits more research into the method used

9 Questions?


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