An Imaginary Realistic Market

Zhengyuan Gao

Brownbag@CORE, 13/06/2018

\( \,\,\,\,\,\,\, \) \( x^2=-1 \)

(Slides: http://rpubs.com/larcenciel/imaginary )

(Paper: http://hdl.handle.net/2078.1/198744)

Preface

“It becomes necessary to entertain whole systems of false beliefs in order to hide the nature of what is desired.” — The Analysis of Mind by Bertrand Russell (1921)

  • Financial crisis : 1929 the Great Crash, 2008 the not so great Crash

  • Economic theory: General theory (Keynes, 1936), General equilibrium (Arrow-Debreu-McKenzie, 1950s), No arbitrage (Black, Scholes et al, still ongoing).

  • “A financial crisis is any of a broad variety of situations in which some financial assets suddenly lose a large part of their nominal value”. - from Wikipedia

  • Nominal values are quantified by prices in the market. False beliefs of the prices or the market.

How to "entertain" whole systems?

Market fails \( \Longrightarrow \) Wrong prices

Price is determined by the supply and the demand.

  • Distortions in the supply, or the demand, or both.

Supply or demand compose of individuals' choices.

  • Defects in Axiom of Choice and Zorn's lemma. (Good luck!)

What if: Market runs well \( \Longrightarrow \) “Wrong” prices? \[ \mbox{Market runs well} \Longrightarrow \mbox{"Wrong" prices} \begin{cases} \Longrightarrow & \mbox{Market may fail}.\\ \Longrightarrow & \mbox{Market may run well}. \end{cases} \]

A Fuzzy Roadmap

Selective sloppy explainations of

  1. a generic exchange economy,

  2. a complex price,

  3. an invisible hand,

  4. a seemingly equilibrium market,

  5. an extension and a singularity,

  6. a market structural distribution.

Quite likely we'll run out of time at point 2.

A Fuzzy Roadmap

What I meant is

  1. a polynomial economy \( \mathbb{V} \), where supply equals demand \( \mathbf{f}(\mathbf{x})-\mathbf{x}^{d}=0 \);

  2. a price vector \( \mathbf{h}\in\mathbb{C}^{K} \);

  3. an exponential map \( \exp(-\mathbf{h}^{\top} \mathbf{X}^{d}) \);

  4. a process driven by exponential families \( \frac{\exp(-\mathbf{h}^{\top} \mathbf{X}^{d})}{\mathbb{E}\left[\exp(-\mathbf{h}^{\top} \mathbf{X}^{d})\right]} \);

  5. a coupling process of two \( \mathbb{V} \) and \( \tilde{\mathbb{V}} \), and a singularity in this coupling process;

  6. a distribution of the market structure induced by the beliefs.

Exchange Economy (Sloppy version)

  • Market clear: \( \mathbf{f}(\mathbf{x})=\mathbf{x}^{d} \).

  • \( \mathbf{f}(\mathbf{x}) \) is a \( K \)-vector of polynomial production functions.

  • \( \mathbf{x}^{d} \) is a \( K \)-vector of aggregate sector demands.

  • The economy \( \mathbb{V}(\mathbf{f},\mathbf{x}^{d}) \).

Exchange Economy (Original version)

  • Cobb– Douglas function in two sectors \( x_{1}^{a_{1}}x_{2}^{a_{2}} \).

  • A general production in \( K \) sectors: \( x_{1}=f_{1}(x_{1},\dots,x_{K}) \), \( \dots \), \( x_{K}=f_{K}(x_{1},\dots x_{K}) \) where \( f_{i} \) is a polynomial function of \( (x_{1},\dots,x_{K}) \): \[ \mathbf{x}=\mathbf{f}(\mathbf{x}),\quad\mathbf{f}\in\mathbb{R}[\mathbf{x}]. \]

  • The aggregate demand for each sector \( l \): \[ x_{l}^{d}=\mathbb{E}[X^{d}(\omega_{l})],\mbox{ where }X^{d}(\omega_{l})\sim\mathbb{P}(\omega_{l}) \] \( \mathbb{P}(\omega_{l})=\mathbb{P}(\omega_{l}^{1})\cdots\mathbb{P}(\omega_{l}^{n_{l}}) \) for the endowments of \( n_{l} \) participants. \[ X^{d}(\omega_{l})=\sum_{i=1}^{n_{l}}X^{d}(\omega_{l}^{i})\sim\mathbb{P}(\omega_{l}^{1})\cdots\mathbb{P}(\omega_{l}^{n_{l}})\;\mbox{(infinite divisibility)}. \]

  • Economy: the set of \( (\mathbf{f},\mathbf{x}^{d}) \) satisfying \( \mathbf{f}(\mathbf{x})=\mathbf{x}^{d} \) is \( \mathbb{V}(\mathbf{f},\mathbf{x}^{d}) \).

The Price

Price in a free market

  • A price quotes each unit or quantity of the economic elements in the free market.
  • In the free market, the market clear is only conducted by the pricing system.

Then

  • The market clear in a linear form \[ \mathbf{h}(\mathbf{x})^{\top}\left(\mathbf{f}(\mathbf{x})-\mathbf{x}^{d}\right)=0. \]

  • Unfortunately, the solution set of \( \mathbf{h}(\mathbf{x}) \) is incomplete. That means market may not know how to price an exchange \( \mathbf{f}(\mathbf{x})=\mathbf{x}^{d} \).

Dilemma in the Free Market

Either

  • there exists situations of the exchanges where the prices would not exist.

Or

  • the price may have a complete form that goes beyond the real realm.

The first one shouldn't happen in the free market economy where when one commodity appears in the market, it always comes with the price. So let's consider the second.

Entertainment Trick

Exchanges in person

  • When agents exchange goods, they can deny/withdraw the trade.

Trades in the market

  • The price has to accompany with any tradable goods, even if agents finally cancel the trade.

When the market was introduced, the mankind entered a bigger “space”. The introduction of the price was a big-bang exploding a black hole rather than merely an enhancement of the exchange procedure.

Fundamental Theorem of Imaginary Price (sloppy version)

If the price is the only way of clearing the market, and if the price is attached to each tradable commodity in the market, then the commodity in the polynomial economy should have a complex-valued price \[ \mathbf{h}(\mathbf{x})=\mathbf{p}(\mathbf{x})+\mathrm{i}\mathbf{y}(\mathbf{x}) \] where \( \mathbf{h}(\mathbf{x})\in\mathbb{C}^{K} \) and \( \mathbf{y}(\mathbf{x}) \) is the imaginary price. (Th. 1 in the paper)

(Go further: Quaternion, Octonion, … Good luck!)

Example of Completeness

  • Supply must be real. Demand must be real. But when the supply meets the demand,\[ \mathbf{f}(x_{1},x_{2})=\left[\begin{array}{c} \frac{1}{2}x_{1}+x_{2}\\ x_{1}^{2}+10 \end{array}\right]=\left[\begin{array}{c} 9\\ 6 \end{array}\right]=\mathbf{x}^{d}. \]

  • The solution is \( x_{1}=\sqrt{-4}=2\mathrm{i} \).

  • Let the complex-valued price \[ h_{1}(x_{1},x_{2})=(x_{1}^{2}-4)(x_{1}+\sqrt{-4}). \] Then \( h_{1}(x_{1},x_{2})(x_{1}-2i)=x_{1}^{4}-16 \) has a realistic solution.

Invisible Hand

  • The imaginary price \( \mathbf{y} \) is invisible as it has the form \( \mathrm{i}\mathbf{y} \).

  • But a function on imaginary value may induce a real force.

  • Two sentiments for the price: positive (阳, bullish) and negative (阴, bearish).\[ \min_{\mbox{阴}}\max_{\mbox{阳}}\mbox{阴}(\mathbf{y})\mbox{阳}(\mathbf{y}) \] The solution of this minimax game is the exponential map (invisible hand, Prop. 1).

  • For the complex-valued pricing demand \( \mathbf{h}{}^{\top}\mathbf{x}^{d}\in\mathbb{C} \): \[ e^{\mathbf{h}{}^{\top}\mathbf{x}^{d}}=e^{\mathbf{p}^{\top}\mathbf{x}^{d}}e^{\mathrm{i}\mathbf{y}{}^{\top}\mathbf{x}^{d}}=e^{\mathbf{p}^{\top}\mathbf{x}^{d}}\left(\cos\mathbf{y}{}^{\top}\mathbf{x}^{d}+\mathrm{i}\sin\mathbf{y}{}^{\top}\mathbf{x}^{d}\right). \]

Invisible Hand

Why a hand?

  • It creates propagations. (exponential function)

  • It keep the infinitesimal changes invariant. (\( e^{\delta}\approx 1 \))

  • It transfers the imaginary values into real forces. (Euler's formula)

  • Moreover, it can optimize the market (I will discuss it in 2 slides).

Real Part of the Complex Exponential

Exp

Market Demand Power

  • One is pushed by the invisible hand onto a manifold.

  • One would have a different vision of one's market power and one's new vision would influence the market.

  • If lucky enough, the market may be driven into equilibrium by this kind of influences.

  • The aggregate demand \( \mathbf{x}^{d}=\mathbb{E}\left[\mathbf{X}^{d}\right] \) is from many individual demands in \( K \) sectors.

  • Market power of stochastic demands: \( e^{-\mathbf{h}{}^{\top}\mathbf{X}^{d}} \).

  • It is a harmonic entity, namely satisfying law of conservation (Th. 2).

Beliefs and Global Optimization

  • The visible part of \( e^{-\mathbf{h}{}^{\top}\mathbf{X}^{d}} \) is: \( e^{-\mathbf{p}{}^{\top}\mathbf{X}^{d}}\cos-\mathbf{y}{}^{\top}\mathbf{X}^{d} \).

  • The recognizable/measurable part of \( e^{-\mathbf{h}{}^{\top}\mathbf{X}^{d}} \) is: \( e^{-\mathbf{p}{}^{\top}\mathbf{X}^{d}} \).

  • A probabilistic belief in the exponential family: \[ \Pi=\frac{e^{-\mathbf{p}{}^{\top}\mathbf{X}^{d}}}{\mathbb{E}\left[e^{-\mathbf{p}{}^{\top}\mathbf{X}^{d}}\right]}=\frac{e^{-\mathbf{p}{}^{\top}\mathbf{X}^{d}}}{e^{-\mathbf{p}{}^{\top}\mathbf{f}}}. \]

  • When \( \mathbf{y}=0 \), \( \Pi \) can induce a stochastic law that solve the equilibrium condition (Th. 4): \[ \mathbb{E}\left[\log\Pi\right]=-\mathbf{p}{}^{\top}\left(\mathbf{x}^{d}-\mathbf{f}\right)=0. \]

However...

  • When \( \mathbf{y}\neq0 \), global optimization fails. (Complex exponentials)

  • Dangers of pricing by deep learning and other algorithms.

  • Measurement of imaginary values.

  • Rethink about free market doctrine.

Extension and Singularity

Extension

  • When new sectors appear, the existing economy can absorb them.

  • Coupling \( \mathbb{V}(\mathbf{f},\mathbf{x}^{d}) \) and \( \mathbb{V}(\tilde{\mathbf{f}},\tilde{\mathbf{x}}^{d}) \). A new economy \( \mathbb{V}((\mathbf{f},\tilde{\mathbf{f}}),(\mathbf{x}^{d},\tilde{\mathbf{x}}^{d})) \).

  • A new belief of \( (\mathbf{X}^{d},\tilde{\mathbf{X}}^{d}) \) will guide the market movements (Th. 5).

Singularity

  • Mixing two probabilistic beliefs may create singular points.

  • No definitive new belief.

  • Arbitrary guides for the market movements.

  • Often occurs in the process of innovation or bubbles.

Market Structure

  • A further type of beliefs on the market structure.

  • Given a specific market growth pattern (\( \alpha \)-growth), the distribution is a Dirichlet distribution\[ \mbox{Dir}(\bar{\alpha}_{1},\dots,\bar{\alpha}_{K}) \] where \( \bar{\alpha}_{i} \) is the growth parameter of the \( i \)-sector's demand.

  • The stochastic version of \( K \) sectors' structure is close to a stochastic game with \( K \) players.

  • A utopian view of the limit of the market extension (\( K\rightarrow\infty \) and all \( \bar{\alpha}_{i}=\frac{1}{K} \)) is given by a prime number distribution.

  • Conjecture: Some sectors are primes. New industries rely on these primes. New primes would appear but they are harder to be discovered.

C'est la fin

“Le plus court chemin entre deux vérités dans le domaine réel passe par le domaine complexe.” - Jacques Hadamard

Thank You.