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Genetic Algorithms #442225
06/16/14 08:50
06/16/14 08:50
Joined: Dec 2013
Posts: 27
UK/
F
france Offline OP
Newbie
france  Offline OP
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Joined: Dec 2013
Posts: 27
UK/
Hello gents.

I wanted to ask what is the difference between the approach used in Zorro for building strategies compared to other platforms which used GP to evolve and create strategies starting from a main trading idea as we do.

I found many platforms around and I was wondering what is the difference between our approach and their.

Regards, Francesco.

Re: Genetic Algorithms [Re: france] #442227
06/16/14 10:16
06/16/14 10:16
Joined: Jul 2000
Posts: 27,986
Frankfurt
jcl Offline

Chief Engineer
jcl  Offline

Chief Engineer

Joined: Jul 2000
Posts: 27,986
Frankfurt
Genetic algorithms are used by most other platforms, also by early Zorro versions. The difference is that they select the maximum profit peak in the parameter space, while Zorro ignores peaks and selects broad hills or plateaus instead.

Genetic algorithms always produce better backtest results, but we have made the experience that they normally produce worse WFA and trading results.

Re: Genetic Algorithms [Re: jcl] #442232
06/16/14 12:25
06/16/14 12:25
Joined: Dec 2013
Posts: 27
UK/
F
france Offline OP
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france  Offline OP
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Joined: Dec 2013
Posts: 27
UK/
Originally Posted By: jcl
The difference is that GP selects the maximum profit peak in the parameter space, while Zorro ignores peaks and selects broad hills or plateaus instead.


In simple words with GP I have strong probability of building very curve-fitted strategies that look very promising in backtest, but fail in real market conditions.

Thank you Jcl, Francesco.

Re: Genetic Algorithms [Re: france] #442275
06/17/14 06:15
06/17/14 06:15
Joined: Feb 2012
Posts: 4
G
guandi Offline
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guandi  Offline
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Joined: Feb 2012
Posts: 4
hello France,

i believed jcl is talking about genetic algorithm and not genetic programming. programs which used gp, trading systems lab, adaptrade n chaos hunter to name 3 of such software.

of course i might be mistaken....

best regards.

-guan

Re: Genetic Algorithms [Re: guandi] #442338
06/18/14 16:02
06/18/14 16:02
Joined: Dec 2013
Posts: 27
UK/
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france Offline OP
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france  Offline OP
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Joined: Dec 2013
Posts: 27
UK/
If I do not say something wrong, I think there are two areas for using GP.

Strategy evolutionary process applies GP to create strategies that meet fitness parameter we chose.

Parameter space optimization used to define the best parameter that optimize a trading strategy.

In both cases I have just a vague general concept.

Regards, Francesco.

Re: Genetic Algorithms [Re: france] #442345
06/19/14 02:39
06/19/14 02:39
Joined: Sep 2013
Posts: 504
California
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GPEngine Offline
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GPEngine  Offline
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Joined: Sep 2013
Posts: 504
California
GA is more suited for the second thing you mentioned.
Basically, if you can formulate the structure of the solution, use GA. Structure can be a fixed number of parameters to optimize.
On the other hand, if the form of the solution is open ended, you can try GP. But be warned the problem space is very large. Even Zorro is probably not fast enough to give you your fitness measurement efficiently enough.


Moderated by  Petra 

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