Wednesday, March 5, 2014

Making A Better Model of the Market: Are Financial Markets an Aspect of the Quantum World?

Following up on last night's Quanta links here's another of the problems they've looked at.
From the International Business Times:

Taking The Stock Market To Higher Dimensions: Researcher Envisions A Geometrical Jewel At The Heart Of Finance
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Could the behavior of the whole stock market be encoded in a single geometric shape? We're not quite there yet, but one researcher has an idea of how to shape the "stockmarkethedron." (Left: New York Stock Exchange; Top right: stock crossing diagram; Bottom right: hypercube, an example of a higher-dimensional shape). L: Reuters; Top R: Ovidiu Racorean; Bottom R: Wikimedia Commons 
How do you picture the stock market: a bunch of guys yelling at computer screens on Wall Street? A long list of figures in the paper? Or, perhaps, an ever-shifting, higher dimensional jewel?
The latter vision is that of Ovidiu Racorean, a Romania-based researcher for a hedge fund. He has an idea for how to encode the behavior of the stock market into an object that he calls the stock market polytope, or the “stockmarkethedron”.

It “is not easy to imagine the stock market as a geometric shape,” Racorean writes in a paper published on the pre-press database arXiv (the work has not yet appeared in a peer-reviewed journal, though Racorean has submitted it to several).  “Still the stock market polytope fully encodes all the relevant information about the current … state of the stock market.”

So just how do you start transforming stock prices into a complex object? The key to Racorean’s method, he explains, is stock price crossings.

 “All the stocks that compose the market are crossing each other -- every time a stock gets higher or under the price of another stock, [that makes] a crossing,” Racorean said in an interview. “And every cross in the market will add a new face on the geometrical shape.”
stockcrossdiag 
  A diagram from Racorean's paper, showing the prices of four stocks crossing and recrossing relative to each other as they go off on different trajectories. 
 
All those faces upon faces can be added up to form a kind of object called a “positive Grassmannian” – the same class of object that includes the amplituhedron, a higher-dimensional jewel recently described by theoretical physicists that encodes the probabilities of interactions between subatomic particles.

“The positive Grassmannian is the slightly more grown-up cousin of the inside of a triangle,” Princeton University physicist Nima Arkani-Hamed, the lead researcher on the team that described the amplituhedron, told Quanta Magazine last September.

The “inside” of a triangle is a two-dimensional shape, fenced in by lines. The positive Grassmannian is an N-dimensional space (N is a variable, so it can be any number of numbers, depending on the situation), fenced in by intersecting planes, Arkani-Hamed explained to Quanta.

As the amplituhedron is derived from the probabilities of particle interactions, the stockmarkethedron is shaped by “the probability of some stocks to cross each other, to have some kind of shape,” Racorean says. “As the investor computes this volume, they will know with some probability how the market will go.”
So, one can see a stockmarkethedron performing like a financial crystal ball: a view of the present with some glimmer of likely futures in its facets....MORE
I lifted the title of another of his papers at arXive for the headline, here's "Are Financial Markets an aspect of the Quantum World?"
(7 page PDF)

And from Quanta:

A Jewel at the Heart of Quantum Physics
Artist’s rendering of the amplituhedron, a newly discovered mathematical object resembling a multifaceted jewel in higher dimensions. Encoded in its volume are the most basic features of reality that can be calculated — the probabilities of outcomes of particle interactions.
Illustration by Andy Gilmore
Artist’s rendering of the amplituhedron, a newly discovered mathematical object resembling a multifaceted jewel in higher dimensions. Encoded in its volume are the most basic features of reality that can be calculated — the probabilities of outcomes of particle interactions....MORE