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One-day Workshop: Tuesday
T-1 ON
SYSTEMATIC TRADING STRATEGIES: NEW DIRECTIONS FOR ROBUST CONTROL B.
Ross Barmish, University of Wisconsin- Madison Farshid M. Asl, New York University 8:30am
- 5:00pm Adams
Abstract The
main goal of the workshop is to formulate new robust control problems associated
with systematic trading. While the focal point will primarily be stocks and options,
the central concepts will also be applicable in other trading domains such as
commodities and foreign exchange. The workshop will include both theoretical and
applied components with considerable emphasis on modelling and performance metrics.
To this end, the point of view taken will be as follows: Both fundamental and
technical analysis will be used to identify an appropriate long buy or short sell
point. However, once the trade is ongoing, mainly technical analysis will dictate
how one's position should be adjusted over time. Further to the issue of performance,
modelling the trader's objectives will also be emphasized. In this regard, we
will show by example how one can easily reach erroneous conclusions about the
efficacy of a trading method based on a performance index which does not truly
reflect a trader's utility. For example, well known strategies such as "Buy
and Hold" or "Dogs of the Dow" may result in unacceptable draw-down
which is often neglected in the modelling process. The introduction to trading
concepts will be explained in the context of a basic feedback loop with the control
corresponding to modulation of the amount invested over time. Taking the point
of view of robust control, the formulation of a new set of research directions
will not involve any type of stochastic model which includes predictions of future
prices. In fact, the avoidance of a stochastic model will be one of the technical
noveltiesmotivating new research problems. To this end, the instructors will discuss
some limitations of stochastic models when one makes the transition from theory
to applications. Consistent with the tenets of robust control, we will pose new
research problems which are aimed at providing "certification" of the
performance of various trading strategies with respect to a class P of admissible
stock price variations.
Finally, the topic of back-testing of candidate trading strategies will also be
discussed. To this end, the workshop will include an explanation of the pitfalls
of "data snooping" and how one can easily reach erroneous conclusions
regarding the efficacy of a feedback control law. This section will also include
a discussion of simulation codes and a number of demonstrations.
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Photos courtesy of Seattle
Convention and Visitors Bureau
| KEY
DATES: |
| Final
submissions due: Hotel
Reservations end: | |
Closed |
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May 15 |
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