Predicting the Markets Using Chaos Theory

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SUMMARY

This discussion centers on the feasibility of predicting financial markets using Chaos Theory. Participants highlight that while tools such as fuzzy logic, neural networks, and genetic algorithms can be employed for market analysis, achieving 100% predictive accuracy remains unattainable. The conversation emphasizes the inherent limitations of chaotic systems, particularly the "sensitive dependence on initial conditions," which complicates long-term predictions. References to the works of Peitgen and the concept of non-linear dynamics further underscore the challenges faced in this domain.

PREREQUISITES
  • Understanding of non-linear dynamics and chaos theory
  • Familiarity with fuzzy logic and neural networks
  • Knowledge of genetic algorithms (GAs)
  • Basic concepts of sensitive dependence in chaotic systems
NEXT STEPS
  • Research the principles of non-linear dynamics in financial modeling
  • Explore the application of fuzzy logic in market predictions
  • Study the role of neural networks in forecasting financial trends
  • Investigate the implications of sensitive dependence on initial conditions in chaotic systems
USEFUL FOR

Financial analysts, quantitative researchers, data scientists, and anyone interested in the intersection of chaos theory and market prediction methodologies.

aricho
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Is it possible to predict the Markets using Chaos Theory? (or predict anything) If you have seen the aussie movie "the bank" you willl know that's what he does

Thanks
 
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its possible to do research in markets using chaos theory,fuzzy logic, neural nets, GAs...but to PREDICT 100% accuracy is another thing.
 
hmm

haha yer

Um...where can i find out more about this?
 
aricho said:
Is it possible to predict the Markets using Chaos Theory? (or predict anything) If you have seen the aussie movie "the bank" you willl know that's what he does

Thanks

There's also the movie Pi, it's pretty sketchy though.
 
hmm, "chaos theory" is such a vague term really. in essence it is non-linear dynamics, so it is arguably the study of any system whose equations are non-linear. there is more to it than that, obviously, but there is no reason that we cannot use the styudy of non-linear systems to model things like markets, indeed i believe they do.

if you're not familiar with linear and non-linear then let's have an example.

a pendulum is modeled by an equation

\ddot{\theta}=k\sin\theta

where \theta is the angle to the vertical of the "string" this is a nonlinear equation that we cannot solve so we linearize it and replace \sin\theta with \theta a linear equation we can solve. non-linear dynamics is essentially trying to study the harder equations without this approximating step,
 
aricho said:
Is it possible to predict the Markets using Chaos Theory? (or predict anything) If you have seen the aussie movie "the bank" you willl know that's what he does

Thanks

That's not going to work. It sounds cool I know and oh yea, to get a real rise with people mention "Mandelbrot" and fractals. If markets exhibit chaos then by the very nature of chaotic dynamics, we are forever doomed to accurately predict their long-term behavior because of the nature of "sensitive dependence on initial conditions": Chaotic systems exhibit this property and it means that no matter how accurate we are in estimating the initial conditions of a system, we will always be off by a slight error. In chaotic systems, these errors grow with time until their magnitudes become equal and exceed the quantity of that which is being measured. Thus, prediction past these points is no better than guessing. :smile:

Edit: Oh yea, Peitgen in "Chaos Theory" does a marvelous job of describing Chaos Theory and gives fine examples how sensitive dependence disrupts long-term prediction of chaotic systems at every turn. :smile:

Edit2: Oh yea, just for the record, the non-linear pendulum can be solved using elliptic integrals.
 
Last edited:
<i>There's also the movie Pi, it's pretty sketchy though.</i>

Sketchy? I guess I'm confused by your use of the term. I think it's an excellent movie, and would recommend it.
 
Sorry dude - "Pi" was a pretty bad movie geared toward impressing non-scientist, non-mathematician types. Low-budget, horrible acting, horrible effects, and pretentious script.
 

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