But that won't stop me from giving it a shot! Ladies and gentlemen, join me as I seek the secret of predicting the future. Follow me as I prepare to boldly go where
Have I piqued your interest? A little bit? Haha, good. Now, let's get down to the nitty gritty as I tell you a bit more about my project.
Research Question:
What is the
relationship between financial market indices, and how can their current price trends be
used to make a mathematical model that can predict future prices?
Evidence
to Assist:
- Both the basics of stock markets, indices, and the Matlab program can be researched easily on the Internet. For example, letslearnfinance.com offers a variety of articles that explain basic financial concepts, and the “Matlab Tutorial and Learning Resources” page on mathworks.com will allow me to familiarize myself with Matlab.
- In high-frequency trading, many firms, such as Renaissance Technologies, use computerized complex algorithms to make trading decisions before humans can analyze the data themselves. However, such tools are not available and are too complex for the average person.
- The Matlab program has been used previously in relation to financial and stock markets. For example, Sebastian Musielak of Worcester Polytechnic Institute used Matlab and various mathematical techniques to evaluate different techniques for predicting the short term changes in stock prices for his college thesis.
Argument:
I hope
to: 1) gain a greater understanding of the relationships between different
stock market indices through Internet research, and 2) use Matlab and proper
orthogonal decomposition to create an autoregressive moving-average model that
will predict future prices. This will hopefully show that accessible
mathematical software can be used by a home investor to make more accurate
predictions in financial markets.
Bias:
As a
potential finance major in college, I’ve always been interested in investment
theory. Since my linear algebra and vector calculus class has been dealing
extensively with matrices, I feel like now is an opportune time to use the
basics I’ve learned in that class along with new techniques I will research to
learn more about financial markets as well as possibly produce something of
practical use. Though I know that the real predictive models companies use to
determine their investment strategies are infinitely more complex than anything
I can produce at the moment, I want to familiarize myself with the
possibilities of predictive modeling, mathematical programs and models, and
financial markets.
Counterargument:
It is
possible I will be unable to devise a model that can predict the future prices
of stock market indices with reasonable accuracy in the time I have.
Response:
Should
this occur, I will instead research why my model could not work. Or, rather
than attempting to predict future prices of indices, I could research what
drives these indices up and down. Perhaps this research would help me determine
why I could not devise a suitable model.
....Phew. Did you get through all of that? If you managed to read everything above in one go, I'm pretty impressed.
Anyhow, thanks for stopping by. Hope you'll visit again.
Until next time! :)
~Lu
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