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Accelerated
Convergence Expert™
Monte Carlo simulation is the method of choice for pricing MBS
(passthroughs, CMOs and REMICS) and other complex derivative
products in fixed income, equity, commodity, and other capital
markets. It is easy to implement for European-type path dependent
derivatives, including Asians, lookbacks, barriers, rainbows,
quantos, IAS, etc. and yet flexible enough to be modified for
American-type options. It is also a fundamental tool for risk
management.
Despite its versatility, the key drawback of Monte Carlo
simulation is that it can be agonizingly slow in convergence. This
can become a bottleneck if the user wants more accuracy for a large
book of complex instruments. Mark to market quickly and accurately
can be a daunting task. In a rapidly changing
global market, a trader could lose many deals to competitors because
of either the long delay in trying to obtain more accurate pricing,
or quick but noncompetitive price quotes due to insufficient
accuracy and confidence. The problem becomes especially acute for
the more sophisticated users who need to calibrate models, measure
sensitivities and convexities, and hedge portfolios of derivatives.
To evaluate the exposure of a large portfolios with thousands of
instruments, risk managers also feel the time constrain when they
need to run simulation of thousands of scenarios.
An alternative to Monte Carlo simulation has been investigated in
the last three decades, which replaces pseudo-random sequences by
low discrepancy sequences (LDS) for simulation. Because of the
significant bias of the currently known LDS, so far Monte Carlo
simulation with various variance reduction techniques is still used
for production, with mixed results.
Today mathematicians at AAI have finally broken the long standing
barrier. Its proprietary LDS and its proprietary methodology has
completely resolved the Monte Carlo simulation problem in financial
applications. The tests of ACE on a broad range of derivatives in
equity, commodity, and fixed income, including CMOs with market data
and production models have shown a increasing of convergence speed
up to tens of thousands times faster than the Monte Carlo simulation
with usual variance reduction techniques, as well as the currently
known LDS.
The discovery is the culmination of intense and focused world
class research efforts by AAI mathematicians. AAI has made its
discovery available to the financial industry, as the core of
Accelerated Convergence Expert™ (ACE™). ACE can provide you a
decisive competitive edge in today's fast moving market.
ACE for Risk Management
AAL (Advanced Analytics Library),
Advanced Analytics, Inc., AAI, the AAI logo, ACE,
are registered trademarks or trademarks of Advanced Analytics, Inc.,
in the United States and worldwide. Copyright(C)1996-2000 Advanced
Analytics, Inc. All rights reserved.
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