Let's discuss academic research on mean-reverting trading strategies...

Discussion in 'Strategy Building' started by mizhael, May 24, 2009.

  1. nobody wants to comment on the results?
     
    #11     May 25, 2009
  2. comment: reading that made me want to shoot myself

    comment: it looks that they did a good job with the research tho i think that they way they did it left bias in the results.. I can see where some of this is useful and some of this is useless... they could have done this with way less math... and they didnt DIRECTLY curve fit the data.. but when you use anytimeset like that data is basically curve fitted to some extent.. I believe their was a lack of forward walked data and control group... but i didnt read the whole thing cause it was painful so im not sure.
     
    #12     May 25, 2009
  3. Why don't you start with your comments?
     
    #13     May 25, 2009
  4. That's because I am afraid I say something incorrect...

    Okay, I looked at the S&P 500 during the same period, 2002-2007 and found holding S&P 500 would actually perform better.

    But it all depends on the alpha that's generated. Without computing alpha, not sure how much value it adds, even though the sheer performance is below the benchmark.
     
    #14     May 25, 2009
  5. It is a very very interesting paper but it only tests mean reversion:

    "We presented a systematic approach to statistical arbitrage and for constructing
    market-neutral portfolio strategies based on mean-reversion."

    There are many many approaches to stat-arb that are based on a lot more than mean reversion.
     
    #15     May 25, 2009
  6. elaborate please?
     
    #16     May 25, 2009
  7. According to Wikipedia:

    "Broadly speaking, StatArb is actually any strategy that is bottom-up, beta-neutral in approach and uses statistical/econometric techniques in order to provide signals for execution. Signals are often generated through a contrarian mean-reversion principle, but can also be formed by lead/lag effects, extreme psychological barriers[citation needed], corporate activity, as well as short-term momentum. This is usually referred to as a multi-factor approach to StatArb."
     
    #17     May 25, 2009
  8. I read this paper,and is basically an extension of LO strategy,which is cited, and is quite easier to understand.

    If you know how to automate it, and trade it with medium capitalization stock I think these strategies work,since this market is too small for big hedge funds..

    There are some article about this in willmot magazine by Ed Tropp, a pioneer of stat arb,who discovered and used this stuff in the 80s.

    Hedge funds don t look for momentum traders ... why for some reasons ..
     
    #18     May 25, 2009
  9. Would it work with small-cap stocks also if traded very lightly?
     
    #19     May 25, 2009
  10. What is the exact application of this "mean-reverting trading strategies" and how do we apply them?
     
    #20     Jun 8, 2009