Pair Trading > Models, Algorithms & Approaches

Kalman filter

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Stephane Benichou:
Hello Karel,
I saw your post in quantopian about the kalman filter applied to pairs (as seen in the Chan book).
What do you think of this approach?
I think that we all face the same problem with our pairs portfolio, arround 70% winning trades but loosers are hudge and hit the profits. Do you have an idea how to face it?
Tx

Steph

admin:
I find the Kalman filter method very interesting and I have almost finished the implementation to PTL. Huge losses in pairs trading are usually caused by not-so-good pair selection or just bad luck.

I would prefer trading ETF pairs over single stocks pairs (or mixing stocks with ETFs) to achieve better stability. Of course, bad luck cannot be avoided - and this is why you trade the portfolio of pairs, not the single pair.

Stephane Benichou:
Hello Karel,
I selected 28 pairs among the best in regard of their backtests on many periods. The problem is that it can be stable for a period and loose another period.
We should find a way to recalculate parameters regulary or signal that indicate that pair is trending.

ANy idea?

TX

admin:
Kalman filter based pairs trading model is now online. Example:
https://www.pairtradinglab.com/backtests/VHSr4kJ8tya2ap4R

About your portfolio - please create a new thread in section Trading Results, better with some info (maybe you can post some portfolio backtests?) so we can discuss it there. It is more related to pair selection and to portfolio management than to the underlying trading strategy model.

Stephane Benichou:
thank you.
will you post a tuto for the kalman filter?
tx

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