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Least Square Curve Fitting

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The reason for this is the concept of curve fitting - if you don’t understand its significance you will lose.



Many traders buy hypothetical track records, or devise their own by running their signals over past data and any track record in day trading is curve fitted.

Why?

Day trading by its very nature doesn’t work.

You never get a real time track record of profits, so any track record has to be curve fitted to make a profit.

So what is curve fitting?

It means fitting the trading signals to the data ( you can of course do this on past data as you know the closing prices ) and making sure that the track record is profitable.

It’s very similar to shooting at a barn door and then drawing a cirlce around each one, after the shots are fired to amek them all bulls eyes.

Of course bending the system to fit the data doesn’t work and profitability is simply an illusion.

Examples of curve fitted systems are

Ones with lots of rules and parameters, or unique rules and parameters for different trading conditions, or contracts.

If you curve fit a system, be it in day trading or long term trend following, it will lose.

No reliable data

Day traders have to curve fit in hindsight to make a profit, as in real time volatility is random and its impossible to predict price direction.

To make money in any form of trading you need to play the odds and you can’t do that in day trading.

When you buy one of those enticing day trading systems offering you 100% profits or 70% success rates ask for the real time track record and you won’t get one.

The one presented to you is hypothetical and done knowing the closing prices and has been curve fitted.

Try and trade any day trading system from a vendor in real time and you can kiss goodbye to your account equity. Don’t fall for the hype of day trading systems see the reality, which is a sure fire way to lose all your money quickly.
Least Square Curve Fitting
I would say that of the currency systems sold on the net, most are curve fitted on purpose, to allow the vendor to show a profit so they can sell the system - if you don't know what it is then you will lose.

Forget the track record you see, in most cases that's not what you're going to get!

Curve fitting in simple terms means optimizing the system to fit the data.

A trader I know once likened this to shooting at a barn door and then afterwards, drawing a bulls-eye around everyone, to make them look like a bulls-eye!

In currency trading a system vendor will simply find his system doesn't work on a segment of data, so he makes it work and bends the system (curve fits it) until it does.

The clue to a curve fitted system is:

Lots of rules and parameters, different rules for different types of market and different ways of trading individual currencies.

If you see a track record that shows extra ordinary profits with low drawdown it's probably curve fitted.

Many vendors don't realise that the more they bend the system to fit the data the more likely it is to collapse in real time trading.

No one bit of data is going to replicate itself exactly again.

If a currency trading system is soundly based, it should work across all markets and use the same rules all the time and be simple with few rules and parameters.

As long as a vendor puts this disclaimer on he is free to present any track record he likes here is the standard CFTC one:

"Hypothetical or simulated performance results have certain limitations. Unlike an actual performance record, simulated results do not represent actual trading. Also, since the trades have not been executed, the results may have under-or-over compensated for the impact, if any, of certain market factors, such as lack of liquidity. Simulated trading programs in general are also subject to the fact that they are designed with the benefit of hindsight. No representation is being made that any account will or is likely to achieve profit or losses similar to those show".

This allows un-scrupulous vendors to present any gains they like and they do!

They know that the system wont work but they know that the naive trader will fall for a track record of gains. The vendor makes a profit and the trader has a guaranteed loss!

Lets face it anyone can make a profit in hindsight but the problem is that we need to trade without knowing the data.

If you buy a currency trading system look for the evidence of curve fitting.

The majority of systems use it whether it's done on purpose or in error.

Stick with simple systems which are easy to understand, where the logic is fully revealed - or even better, insist on some evidence the system works, by asking for a real time track record over at least two years.

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