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Polarized Fractal Efficiency Indicator
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Polarized Fractal Efficiency Indicator

  #11 (permalink)
Market Wizard
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Fat Tails View Post
It is also a standard NinjaTrader indicator. But this does not tell us that the indicator is correctly designed.

The commmunity of traders is made up self-taught Gurus who make up for an inexhaustible supply of nonsense. All the software packages for sale are then pepped up with that nonsense, because that is what the customer wants. It is a bit similar to synthetic CDOs. They had to be created becuase there was such a huge demand for the repackaged subprime debt, as the customer only paid attention to the label awarded by the rating agencies. The only reason that the Polarized Fractal Efficiency is still around is its fancy label, which suggests a scientific background. Those who have no understanding of mathematics are easily impressed.

Let me show you an example. The two charts below show the Polarized Fractal Efficiency with default settings (14,10) on two charts, a 60 min chart of YM 09-11 and a 3-min chart of 6E.

Please have a look at those charts! Would you believe me, if I told you that both charts use the same indicator with the same settings? But that is the truth.

Consider the PFE as being like a chameleon. It becomes a different indicator for each instrument and timeframe.

oops. didn't even know that it's also a standard nt indicator.

and of course I do believe you that this is a worthless indicator.

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  #12 (permalink)
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@Fat Tails

You constantly amaze me with your willingness to give such detailed answers.

I also want to say that he is indeed correct; the indicator is inherently flawed...

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  #13 (permalink)
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Fats you are not a Professor by chance? you should be one

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  #14 (permalink)
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Lornz View Post
@Fat Tails

You constantly amaze me with your willingness to give such detailed answers.

I also want to say that he is indeed correct; the indicator is inherently flawed...

It would be a real challenge to convert the Polarized Fractal Efficiency to an indicator that can be used.

The basic idea behind that indicator is comparable to Kaufman's Fractal Efficiency, so it is not without any value.

The PFE is only problematic, because its author used a geometrical method for deriving the formula and fell pray to scaling problems. I am convinced that the original idea can still be correctly implemented, if the price scale is normalized by using an apporiate measure for volatility. This could be the true range or the standard deviation.

With a normalized scale the current scaling problem could be handled. Problem here would be to select an appropriate lookback period for volatility. This would also result in a more complex formula compared to the original one. Let us think about it.

Any suggestions for modification of the PFE are welcome.

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  #15 (permalink)
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The Indicator Belongs to the Trash Can

The design of the indicator is inconsistent. It will give different signals for every instrument and for every timeframe.

If you take a standard indicator, such as the RSI, you will know that above 70 means overbought and 30 means oversold. This indicator here will not use 70/30 for all instruments, but 92/16 for EURUSD 1 min, 84/22 for EURUSD 5 min, 54/44 for ES 1 hour and so on.

The design of the indicator is flawed, so whatever you conclude it will only be vaild for a specific instrument and a specific time frame at a specific given time iin history.

To be clear: This indicator is just rubbish, and your question cannot be answered. I have only cited William Eckardt, because I feared that you would not believe in my analysis and let this indicator go where it belongs: to the trash can.


Since this is true, maybe you can use it on a particular time frame where it works and not on the other ones. Or tweak the default settings to suit the security/timeframe you are using.

I have noticed also that on the default settings on the higher timeframes it's a little slow but pretty effective on smaller timeframes (3min, 5min, 15min etc).

You mentioned that it could have merit and it's flaw can be fixed. Would you know how to do that?

Also, what does everyone think of the "Smoothed RSI Inverse Fisher Transform" indicator? That's another one I'm looking at

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  #16 (permalink)
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zentrade View Post
Since this is true, maybe you can use it on a particular time frame where it works and not on the other ones. Or tweak the default settings to suit the security/timeframe you are using.

I have noticed also that on the default settings on the higher timeframes it's a little slow but pretty effective on smaller timeframes (3min, 5min, 15min etc).

You mentioned that it could have merit and it's flaw can be fixed. Would you know how to do that?

Also, what does everyone think of the "Smoothed RSI Inverse Fisher Transform" indicator? That's another one I'm looking at

The Inverse Fisher Transform is a way of visually changing the appearance of an indicator. You can apply this to the RSI (which is most common), but you can also apply the Inverse Fisher Transform to other indicators.

This is what you need to do: First nomalize the indicator to display values within a range from -5 to +5. Then apply the transformation formula.

This what you get: After the Inverse Fisher Transform you will get sharper signals compared to the original indicator. The transformed indicator will only stay a limited time in the middle of the value range, but mostly switch from the overbought to the oversold region and back.

The Inverse Fisher Transform is particularly suited as a trendfilter, if you apply a transformed indicator to another indicator.


Example

Below you can see a 15-minute chart of the September Loonie future.

On the main panel you will notice a Nyquist moving average. If I apply the Aroon oscillator to that moving average, I do not get clear signals, which can be used as a trend filter. However, the Inverse Fisher Transform of the Aroon Oscillator however gives very clear signals on the market being in long or short mode. The indicator is attached.

The Inverse Fisher Transform can be applied to any oscillator which displays values within a fixed range, such as the Stochastics or the RSI. If you want to apply it to the MACD, you first need to normalize the MACD.

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Attached Files
Register to download File Type: zip InverseFisherTransformAroonOscillator.zip (2.1 KB, 111 views)

Last edited by Fat Tails; July 11th, 2011 at 11:17 AM.
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  #17 (permalink)
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Thanks again Fat Tails for the reply. Do you use it or think it's good at filtering out false moves or signaling the main part of a move? Well at least you didn't say it was flawed

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  #18 (permalink)
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zentrade View Post
Thanks again Fat Tails for the reply. Do you use it or think it's good at filtering out false moves or signaling the main part of a move? Well at least you didn't say it was flawed

How can I say that it is flawed, if it is not?

The Inverse Fisher Transform just vertically expands the middle part of the indicator panel and compresses everything above and below. For example if you take the RSI, the original ranges and the projected ranges are

range before projection 50 / 55 -> range after projection 0.00 / 0.46 (strongly expanded)
range before projection 55 / 60 -> range after projection 0.46 / 0.76 (strongly expanded)
range before projection 60 / 65 -> range after projection 0.76 / 0.91 (slightly expanded)
range before projection 65 / 70 -> range after projection 0.91 / 0.96 (compressed)
range before projection 70 / 100 -> range after projection 0.96 / 1.00 (strongly compressed)

The result is more similar to a digital filter. Once the original RSI crosses the midline at 50, the Inverse Fisher Transform will quickly move into ovebought or oversold territory.

So basically it allows you to focus on the crossing of the midline.

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  #19 (permalink)
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Fat Tails View Post
The Inverse Fisher Transform is a way of visually changing the appearance of an indicator. You can apply this to the RSI (which is most common), but you can also apply the Inverse Fisher Transform to other indicators.

This is what you need to do: First nomalize the indicator to display values within a range from -5 to +5. Then apply the transformation formula.

This what you get: After the Inverse Fisher Transform you will get sharper signals compared to the original indicator. The transformed indicator will only stay a limited time in the middle of the value range, but mostly switch from the overbought to the oversold region and back.


The Inverse Fisher Transform is particularly suited as a trendfilter, if you apply a transformed indicator to another indicator.


Example

Below you can see a 15-minute chart of the September Loonie future.

On the main panel you will notice a Nyquist moving average. If I apply the Aroon oscillator to that moving average, I do not get clear signals, which can be used as a trend filter. However, the Inverse Fisher Transform of the Aroon Oscillator however gives very clear signals on the market being in long or short mode. The indicator is attached.

The Inverse Fisher Transform can be applied to any oscillator which displays values within a fixed range, such as the Stochasitcs or the RSI. If you want to apply it to the MACD, you first need to normalize the MACD.

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@Fat Tails

How do you nomalize an indicator and what is the reason for so, thanks.

Trafford

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  #20 (permalink)
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Trafford View Post
@Fat Tails

How do you nomalize an indicator and what is the reason for so, thanks.

Trafford

I call an indicator normalized, if it uses a fixed range of values irrespectiveley of the instrument or the timeframe. RSI or Stochastics will always have a value between 0 and 100, whether you use them on 1 min EURUSD chart or a daily ES chart.

The MACD is also an oscillator, but its default version is not normalized. If I apply it to a daily chart of YM, it can take values of above or below 150. If I apply it to a 1 min chart of EURUSD, the value range is between 0.0005 and - 0.0005, which is quite a difference. See charts attached. So if you know, that the MACD > 1, it has no general meaning, if you do not know both instrument and timeframe. If you know that the RSI is above 70, the meaning is the same for all instruments and timeframes.

So you can classify indicators:

normalized indicators : have the same value range for all instruments and timeframes -> example: RSI and Stochastics
partly normalized indicators: have a similar value range for all instruments for a given timeframe -> example: ROC (rate of change)
non-normlalized indicators: have different value ranges depending on instrument and timeframe -> example: momentum and MACD
incoherent indicators: have different properties depending on instrument and timeframe -> example Polarized Fractal Efficiency

The Inverse Fisher Transform is a non-linear transformation, which requires that the value range of the indicator is converted to a fixed range between -5 and +5. For the RSI this is simple to achieve: deduct 50 from its value and it will oscillate around the zero line, then multiply all values with 0.1 and the values will be comprised within - 5 and + 5. Now you can apply the Inverse Fisher Transform. IF NRSI is the normalized RSI the Inverse Fisher Transform can be calculated as

IRT[NRSI(period)] = [EXP(2*NRSI(period)) - 1] /[ EXP(2*NRSI(period)) + 1]

where NRSI(period) = 0.1 * (RSI(period) - 50).

The transforming function used for the Inverse Fisher Transform is f(x) = (exp(2x)-1)/(exp(2x)+1), so it is a pretty simple thing to do.

Attached Thumbnails
Polarized Fractal Efficiency Indicator-ym-09-11-daily-19_01_2011-08_07_2011-value-range.jpg   Polarized Fractal Efficiency Indicator-eurusd-1-min-11_07_2011-value-range.jpg  
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