August 31st, 2014, 5:25 pm
QuoteOriginally posted by: Traden4AlphaQuoteOriginally posted by: exneratunriskQuoteOriginally posted by: Traden4AlphaTo me, the use of BSM in the markets is somewhat like the use of FFT or DCT (discrete cosine transform) for JPEG images. DCT is a very useful mathematical representation of the structure of an image, but no one would claim that an image "IS" a literal collection of sinusoids. By the same token, is anyone claiming the market is exactly BSM in all it's statistic properties? Instead, the language of BSM provides a convenient way to talk about volatility "as if" the volatility structure was some amalgamation of BSM Gaussians of different volatilities. BSM or DCT offers a mathematical language for describing some physical thing and as with all languages, the atoms of the language and the atoms of the thing are not one and the same.The one huge discrepancy in the "BSM<->market" is like "DCT<->image" metaphor is that the use of BSM affects the markets in ways that DCT does not affect images. Market participants and especially the market makers do far more than "ride the price waves." "Riding" is too passive a word. In actuality. anyone who rides waves knows that the rider creates a wake so that the wave rider is a wave maker, too. The shape of the wave created by the wave rider is a function of the shape of their surfboard and how they steer it.Every act of buying and selling changes the price. The financial markets have no passive observers (unless ET is listening the CNBC). And every interpretation of price that affects whether someone buys or sells (or how much they buy and sell) ends up affecting the market. The act of hedging, especially dynamic hedging, cannot help but change the market. In this case, a BSM-shaped surfboard creates a BSM-shaped wake in the markets.Under most conditions at one's favorite beach (or bourse), the waves generated by the massive ocean dominate the puny wakes generated by the assembled surfers. But that's not always the case in the financial markets. It would seem that many a crisis (e.g., flash crash, 1987, 2008, LTCM, etc.) arose when the collective waves created by the surfers swamped the exogenous ocean of the economy. In such cases the model (even if used only as a language) matters and the result may be a BSM-shaped tsunami.Is riding the price waves passive? I am not sure.1. Yes, An image is not a movie. 2. Motion control (detect artefacts, anomalies, ...) of a movie of a real scene is an ambitious task for a computer program. Even if you have detailed context information. In the core you use models that take an image at a time and predict what may happen a lttle later and adapt your models trying to close the gap between reality and prediction..3. If you restrict movies to scenes about deformations of cubes under certain forces, it seems easy. One contextual (continuums mechanics) model can make the motion control? But wait, the cubes are of a material thats exact physical properties are unknown. You need to mine them from the deformations you observe (parameter identification). Your model instance improves during the movie.4. Yes, published prices change themselves. This influences the price waves as well as the "weather" and other conditions - but quantitatively unknown. Only the "wave" contains all information. To make a little next step, you need a model how. 5. Can you keep all parameters stochastic? IMO, no (computational complexity and uninformative data). And this is where the philosophy of speculative reality may help: If I do not know more properties of a real behavior than my model describes, then my model is reality. Tomorrow, I may know more.BSM is a hammer and all the discussions of the volatility smile are discussions of how nail-shaped the markets are.What I think is so curious is that the markets are social constructs both in their rules and in their operations. To the extent that enough people believe model X is true and buy when model X says Y is underpriced then Y will rise in price which is consistent with model X! That is, to a first approximation, belief in model X will induce behaviors in buyers and sellers that make the markets consistent with model X! Someone might propose a "better" model but they will likely lose money as long as most participants believe in model X.I'd say that all parameters are stochastic (or integrals of stochastic processes) because we live in a dynamic world. But some are more slowly time-varying than others or are seemingly invariant within a restricted sampling context (e.g., the mass ratio of protons to electrons holds in this universe but maybe not in others or pi is the ratio of circumference to diameter in all non-extreme gravitational fields). That said, we might assess the quality of a model by how not-stochastic its parameters are. A poor model will have highly stochastic parameters in which "real life" diverges from the model over a short time horizon. A good model will have less stochastic parameters and provide a longer horizon of congruence between the model and the evolution of the system.Sorry, I have argued too much about computational complexity and traps. I should return to the argument of game rules. BSM can make a (small) part of a market a "fair" game. It lost its innocence because the game was played against the rules?