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Topic: Geometric Brownian motion


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  Brownian motion - Wikipedia, the free encyclopedia
The Brownian motion of particles in a liquid is due to the instantaneous imbalance in the force exerted by the small liquid molecules on the particle.
Brownian motion is related to the random walk problem and it is generic in the sense that many different stochastic processes reduce to Brownian motion in suitable limits.
For a particle experiencing a brownian motion corresponding to the mathematical definition, the equation governing the time evolution of the probability density function associated to the position of the Brownian particle is the diffusion equation, a partial differential equation.
en.wikipedia.org /wiki/Brownian_motion   (1656 words)

  
 Science Fair Projects - Brownian motion
Brownian motion was discovered by the biologist Robert Brown in 1827.
The first to give a theory of Brownian motion was Louis Bachelier in 1900 in his PhD thesis "The theory of speculation".
Mathematically, Brownian motion is a Wiener process in which the conditional probability distribution of the particle's position at time t+dt, given that its position at time t is p, is a normal distribution with a mean of p+μ dt and a variance of σ
www.all-science-fair-projects.com /science_fair_projects_encyclopedia/Brownian_motion   (943 words)

  
 Brownian movement - HighBeam Encyclopedia
The effect, being independent of all external factors, is ascribed to the thermal motion of the molecules of the fluid.
Brownian motion is observed for particles about 0.001 mm in diameter; these are small enough to share in the thermal motion, yet large enough to be seen with a microscope or ultramicroscope.
On the validity of the geometric Brownian motion assumption.
www.encyclopedia.com /doc/1E1-Brownian.html   (365 words)

  
 Geometric Brownian motion - Wikipedia, the free encyclopedia
A geometric Brownian motion (GBM) (occasionally, exponential Brownian motion) is a continuous-time stochastic process in which the logarithm of the randomly varying quantity follows a Brownian motion, or, perhaps more precisely, a Wiener process.
It is used particularly in the field of option pricing because a quantity that follows a GBM may take any value strictly greater than zero, and only the fractional changes of the random variate are significant.
t, which reflects the fact that increments of a GBM are normal relative to the current price, which is why the process has the name 'geometric'.
en.wikipedia.org /wiki/Geometric_Brownian_motion   (211 words)

  
 Geometric Brownian motion - Wikipedia   (Site not responding. Last check: 2007-10-14)
A Geometric Brownian motion (occasionally, exponential Brownian motion and, hereafter, GBM) is a continuous-time stochastic process in which the logarithm of the randomly varying quantity follows a Brownian motion.
It is used particularly in the field of option pricing[?] because a quantity that follows a GBM may take any value strictly greater than zero.
) is Normally distributed with mean (u-v.v/2).t and variance (v.v).t, which reflects the fact that increments of a GBM are Normal relative to the current price, which is why the process has the name 'geometric'.
wikipedia.findthelinks.com /gb/GBM.html   (164 words)

  
 Geometric Brownian motion models for assets and liabilities: From pension funding to optimal dividends North American ...
Geometric Brownian motion models for assets and liabilities: From pension funding to optimal dividends
In the first part of the paper we consider a pension plan sponsor with the funding objective that the pension asset value is to be within a band that is proportional to the pension liability value.
In the geometric Brownian motion model for assets and liabilities, we assume two barriers as in the first part.
www.findarticles.com /p/articles/mi_qa4030/is_200307/ai_n9276562   (959 words)

  
 Stochastic Processes   (Site not responding. Last check: 2007-10-14)
Geometric Brownian Motion (GBM) is an useful model by a practical point of view.
The Geometric Brownian Motion is a log-normal diffusion process, with the variance growing proportionally to the time interval.
Although the volatility term is the same of the geometric Brownian for V, as highlighted by Dixit, d(lnV) is different of dV/V due the drift.
www.puc-rio.br /marco.ind/stochast.html   (1792 words)

  
 The integral of geometric Brownian motion, Daniel Dufresne   (Site not responding. Last check: 2007-10-14)
The integral of geometric Brownian motion, Daniel Dufresne
A partial differential equation is derived for the Laplace transform of the law of the reciprocal integral, and is shown to yield an expression for the density of the distribution.
Bougerol's identity and a relationship between Brownian motions with opposite drifts may also be seen to be special cases of these results.
projecteuclid.org /Dienst/UI/1.0/Display/euclid.aap/999187905   (195 words)

  
 Geometric Brownian motion Article, GeometricBrownianmotion Information   (Site not responding. Last check: 2007-10-14)
A geometric Brownian motion (GBM) (occasionally, exponential Brownian motion) is acontinuous-time stochastic process in which thelogarithm of the randomly varying quantity follows a Brownian motion, or, perhaps more precisely, a Wienerprocess.
} is a Wiener process or Brownian motion and u('the percentage drift') and v ('the percentage volatility') are constants.
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www.anoca.org /process/gbm/geometric_brownian_motion.html   (240 words)

  
 McGraw-Hill AccessScience: Sample Biography   (Site not responding. Last check: 2007-10-14)
Einstein also investigated Brownian motion and was able to explain it so that it not only confirmed the existence of atoms but could be used to determine their dimensions.
Einstein's explanation of Brownian motion and its subsequent experimental confirmation was one of the most important pieces of evidence for the hypothesis that matter is composed of atoms.
This idea of relative motion is central to relativity, and is one of the two postulates of the special theory, which considers uniform relative motion.
www.accessscience.com /Samples/Biography   (2213 words)

  
 Leonid Tolmatz
Brownian motion related research applicable in financial modeling, analysis of algorithms, order statistics and other areas.
Asymptotics of the distribution of the integral of the exponential (geometric) Brownian motion for large arguments with application to Asian options.
On tabulation of the distribution of the integral of the exponential (geometric) Brownian motion.
www.tolmatz.net   (234 words)

  
 Risk Latte - Brownian Motion
However, when we use a different formula for the probability of the first passage time, as the problem is known, in asset forecasting models we get a different result for the probability of the asset hitting the barrier.
First passage time is a central concept in the analysis of Brownian motions with absorbing barriers.
Consider a Brownian particle undergoing a one-dimensional random walk within a domain between x=0 and x=L, the boundaries being such that the particle will be reflected at x=0 and absorbed at x=L. If the particle starts from some position within the domain when will it hit the absorbing boundary for the first time?
www.risklatte.com /brownianMotion/brownian003.php   (614 words)

  
 Geometric Brownian motion - Encyclopedia, History, Geography and Biography
Geometric Brownian motion - Encyclopedia, History, Geography and Biography
) is normally distributed with mean (u-v^2/2)t and variance v^2t, which reflects the fact that increments of a GBM are normal relative to the current price, which is why the process has the name 'geometric'.
This encyclopedia, history, geography and biography article about Geometric Brownian motion contains research on
www.arikah.com /encyclopedia/Geometric_Brownian_motion   (219 words)

  
 [No title]
In this paper the option value of waiting under scientific uncertainty will be derived using the difference between the geometric Brownian motion and the mean reverting process by applying contingent claim analysis.
Figure 1 shows a comparison between a geometric Brownian motion and a mean reverting process and the decision to release transgenic crops, where it is assumed that each process represents a scientific belief or view about the benefits from transgenic crops.
Parameter estimations for the geometric Brownian motion and the mean reverting process.
weber.ucsd.edu /~carsonvs/papers/795.doc   (3135 words)

  
 Global Derivatives - Quantitative Mathematics Glossary F-J
Continuing from Brownian Motion is Geometric Brownian Motion (or GBM).
GBM is often used to model movements in commodities, stocks and derivatives
GBM can take either a continuous-time form or a discrete-time form.
www.global-derivatives.com /maths/f-j.php   (858 words)

  
 Geometric Brownian motion - Term Explanation on IndexSuche.Com   (Site not responding. Last check: 2007-10-14)
(occasionally, exponential Brownian motion is a continuous-time stochastic_process in which the logarithm of the randomly varying quantity follows a Brownian_motion, or, perhaps more precisely, a Wiener_process.
A stochastic process St is said to follow a GBM if it satisfies the following stochastic_differential_equation: :dS_t=u\,S\,dt+v\,S\,dW_t where {Wt} is a Wiener process or Brownian_motion and u ('the percentage drift') and v ('the percentage volatility') are constants.
The correctness of the solution can be verified using normally_distributed with mean (u−v.v/2).t and variance (v.v).t, which reflects the fact that increments of a GBM are normal relative to the current price, which is why the process has the name 'geometric'.
www.indexsuche.com /Geometric_Brownian_motion.html   (212 words)

  
 Probability Surveys - Vol. 2 (2005)
Hörfelt, P. The integral of a geometric Brownian motion is indeterminate by its moments, preprint.
Lyasoff, A. On the distribution of the integral of geometric Brownian motion, preprint.
Matsumoto, H., Nguyen, L. and Yor, M. Subordinators related to the exponential functionals of Brownian bridges and explicit formulae for the semigroup of hyperbolic Brownian motions, in Stochastic Processes and Related Topics, 213–235, Proc.
www.emis.de /journals/PS/viewarticle8ad8.html?id=47&layout=abstract   (1311 words)

  
 Back to Basics Column: FEN42- March/April 2005
This phenomenon of random motion came to be generally known as “Brownian Motion.” In the 20
That’s unfortunate because Brownian Motion has become a colloquial expression to imply any kind of random phenomenon.
This brute force approach is not recommended for regular use; but as a teaching tool for purposes of a simple illustration of GBM and a random walk for stock prices, it works.
www.fenews.com /fen42/back_to_basics/back_to_basics.htm   (2584 words)

  
 GloriaMundi Resource Detail page
We study drawdowns and rallies of Brownian motion.
A rally is defined as the difference of the present value of the Brownian motion and its historical minimum, while the drawdown is defined as the difference of the historical maximum and its present value.
This paper determines the probability that a drawdown of a units precedes a rally of b units.
www.gloriamundi.org /detailpopup.asp?ID=453058025   (93 words)

  
 8V - Geometric Brownian motion - Actuarial Outpost
My understanding is that GBM is one specific stochastic process that has constant drift and volatility parameters.
These processes often look like GBM and much of the mathematics is the same.
From my understanding, GBM is generally used to represent the paths of assets, where the log of the asset (=underlying variable x) follows a generalized Wiener process (constant drift and variance rates).
www.actuarialoutpost.com /actuarial_discussion_forum/showthread.php?t=38483   (422 words)

  
 Stochastics on the Street Column: Formulas and Numerics
First of all, many people have noticed, and there are literally thousands of research articles making this point, that geometric Brownian motion is simply too simple a model to describe option prices accurately.
With these models – or with any models which are not geometric Brownian motion, there are typically no formulas for prices or hedging strategies of European calls or puts (or American puts, of course).
This means that the speed of convergence of the numerical schemes increases geometrically with dimension; so the techniques work well for one stock, two stocks and even three stocks, but for four or more stocks the techniques will simply be too slow to be useful. 
www.fenews.com /fen50/stochastics-street/stochastics.htm   (1412 words)

  
 businesschambers.com - All Business   (Site not responding. Last check: 2007-10-14)
Einstein motion of Brownian particles fractional brownian motion random walk BROWNIAN MOVEMENT diffusion processes 1827 Martingales Geometric Brownian motion Unlike Standard Brownian Motion
[ Brownian motion, stochastic motion of a particle suspended in a ]...
[ Brownian motion is a phenomena whereby small particles suspended in a ]...
businesschambers.com /sh.cfm?sq=Brownian_motion&topic=finance   (241 words)

  
 Black-Scholes - Wikipedia, the free encyclopedia
The presentation given here is informal and we do not worry about the validity of moving between dt meaning a small increment in time and dt as a derivative.
As per the model assumptions above, we assume that the underlying (typically the stock) follows a geometric Brownian motion.
Now let V be some sort of option on S—mathematically V is a function of S and t.
en.wikipedia.org /wiki/Black-Scholes   (2372 words)

  
 Math Forum Discussions
> s)$ be geometric Brownian motion with drift a.
Re: stopping time for integral of geometric brownian motion
The Math Forum is a research and educational enterprise of the Drexel School of Education.
www.mathforum.org /kb/thread.jspa?messageID=4735002&tstart=0   (284 words)

  
 Monte Carlo Simulation of Stochastic Processes   (Site not responding. Last check: 2007-10-14)
In this section are presented the steps to perform the simulation of the main stochastic processes used in real options applications, that is, the Geometric Brownian Motion, the Mean Reversion Process and the combined process of Mean-Reversion with Jumps.
The Arithmetic Ornstein-Uhlenbeck is their equation 4.2 (for the geometric Brownian motion, see eq.
For geometric Brownian process combined with jumps there is no problem because the process drift doesn't depend on the current level of the stochastic variable (it is possible even to use Brownian bridge with independent simulations for each process).
www.puc-rio.br /marco.ind/sim_stoc_proc.html   (4697 words)

  
 :: Quantnotes.com :: Book Reviews ::
This book is a collection of papers that deal with the laws of Geometric Brownian Motion and their time-integrals with an emphasis on Asian Options.
The author begins with a short introductory chapter on functionals of Brownian Motion in Finance and gives a good account to the problems involved.
The laws of exponential functions of Brownian Motion, taken at various random times.
www.quantnotes.com /bookreviews/bfo05.htm   (221 words)

  
 ESTIMATION OF REQUIRED LIQUIDITY FOR INVESTMENT POSITION
We make the usual assumptions of Lognormal distribution and geometric Brownian motion for the underlying  as in the Black-Scholes options pricing model.
So the model of the underlying index is, as in the Black-Scholes option pricing model,a Geometric Brownian Motion (continuous time random compound interest) of normally distributed rate r and volatility σ.
The stochastic differential equation of Brownian motion (Ito interpretation)  is:
www.softlab.ntua.gr /~kyritsis/PapersInEconomics/futuresLipaper1.htm   (1026 words)

  
 Find geometric brownian motion solutions black scholes option here - Options
Black-Scholes option fair pricing falls too under this general principle, if we assume that the model M is a geometric Brownian motion...
Equation (1) expresses the key mathematical assumption in the Black- Scholes model, namely that the underlying asset price is a geometric Brownian.
This topic is: geometric brownian motion solutions fl scholes option
www.milelinks.com /options/geometric-brownian-motion-solutions-black-scholes-option.html   (380 words)

  
 Alili, Matsumoto, Shiraishi: On a triplet of exponential Brownian functionals
, Brownian motion on the Hyperbolic plane and Selberg trace formula, J.
, Some changes of probabilities related to a geometric Brownian motion version of Pitman's 2M - X theorem, Elect.
, Interpretations in terms of Brownian and Bessel meanders of the distribution of a subordinated perpetuity, to appear in a
www.numdam.org /numdam-bin/item?id=SPS_2001__35__396_0   (278 words)

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