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Predicting Foreign Exchange Prices Using coupled nonlinear oscillators to predict the financial markets. This page describes the experimental results of data from 1992 - 1996 (c) 2007 - 2008 Complex Dynamics Ltd
Continued from Forex Pages
In 1996 the author experimented with Foreign Exchange data where these graphs were produced (see below). At the time this was a fluke (see the EBN TV Broadcast) and without a rigorous mathematical explanation I had no clear set of metrics to methodically explore these complex algorithms. However, news of this development featured in an article in the Economist (13th April 1996), on the front page of the Sunday Times in (7th July 1996), and featured in a EBN TV broadcast later that same year (August 1996). Recent developments (June 2008) have led to a clearer understanding of the strange attractors and phase projections for this crowd dynamic.
Below are a sample of the projections (red) against the actual - these are six months worth of data for 1992, 1993, 1994 (a, b and c), 1995 and 1996.
Each of these projections were produce 3 months ahead of the dollar/yen prices. I've been asked many times over the year "How can this be the case?" I'm using spot data only but passing through a coupled nonlinear oscillator which is, in effect, extracting the strange attractors out of the data. Projecting that forward using multiple projections and then a superposition algorithm that shows the underlying flocking dynamic of the traders activity. This isn't simple stuff and involves three processes, a filter, a coupled nonlinear oscillator and finally a superposition algorithm, however the complete algorithm is only a dozen or so lines of code.
1992 - 9 months of Dollar/Yen predicted 3 months ahead (red) and shown against the actual price movements (black)
1993 - 9 months of Dollar/Yen predicted 3 months ahead (red) and shown against the actual price movements (black)
1994 - 9 months of Dollar/Yen predicted 3 months ahead (red) and shown against the actual price movements (black)
1995 - 9 months of Dollar/Yen predicted 3 months ahead (red) and shown against the actual price movements (black)
1996 - 9 months of Dollar/Yen predicted 3 months ahead (red) and shown against the actual price movements (black) Why this works has taken several years of intense study and analysis. A recent paper (A New Test for Chaos - July 2002 yet to be published) provided a further clue to the phase locked behaviour of the dynamical system and the future price of the foreign exchange spot prices. An article on Strange Nonchaotic Attractors and the KAM Standard Map papers also provide further insight. However it was re-formulating the algorithms and classifying each element (symplectic integrators) that provided the final pieces of the jigsaw.
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