Markets: A Rigorous Course

Summary of key results

Foundation about 15 min
Result Formula
R-multiple, expectancy R=Π/1RR = \Pi/1R; E=Rˉ=pWˉ−(1−p)LˉE = \bar R = p\bar W - (1-p)\bar L
SQN min⁡(N,100) Rˉ/sR\sqrt{\min(N,100)}\,\bar R/s_R (capped tt-statistic)
Binary Kelly g(f)=pln⁡(1+bf)+qln⁡(1−f)g(f) = p\ln(1+bf) + q\ln(1-f); f∗=p−q/bf^* = p - q/b; g(f∗)=pln⁡p+qln⁡q+ln⁡(1+b)−qln⁡bg(f^*) = p\ln p + q\ln q + \ln(1+b) - q\ln b
Asymptotic optimality 1nln⁡Wn(f)→g(f)\frac1n\ln W_n(f) \to g(f) a.s.; Wn(f∗)/Wn(f)→∞W_n(f^*)/W_n(f) \to \infty
Overbetting b=1b = 1: g(2f∗)<0g(2f^*) < 0; general small bets: g(cf∗)/g(f∗)≈2c−c2g(cf^*)/g(f^*) \approx 2c - c^2
Continuous Kelly g(f)=r+f(μ−r)−12f2σ2g(f) = r + f(\mu - r) - \frac12 f^2\sigma^2; f∗=(μ−r)/σ2f^* = (\mu-r)/\sigma^2; g∗=r+S2/2g^* = r + S^2/2; g(2f∗)=rg(2f^*) = r
Brownian hitting P(inf⁡(mt+sBt)≤−d)=e−2md/s2P(\inf(mt + sB_t) \le -d) = e^{-2md/s^2}
Fractional Kelly growth share 2c−c22c - c^2; vol share cc; P(ever≤xW0)=x2/c−1P(\text{ever} \le xW_0) = x^{2/c-1}
Estimation risk E[g]−r=kμ2/σ2−k2(μ2+se2)/(2σ2)E[g] - r = k\mu^2/\sigma^2 - k^2(\mu^2 + \text{se}^2)/(2\sigma^2); k∗=t2/(1+t2)k^* = t^2/(1+t^2)
Multi-asset Kelly f∗=Σ−1(μ−r1)f^* = \Sigma^{-1}(\mu - r\mathbf 1); g∗=r+12(μ−r1)⊤Σ−1(μ−r1)g^* = r + \frac12(\mu - r\mathbf 1)^\top\Sigma^{-1}(\mu - r\mathbf 1)
Gambler's ruin Pa=(ρa−ρN)/(1−ρN)P_a = (\rho^a - \rho^N)/(1 - \rho^N), ρ=q/p\rho = q/p; N=∞N = \infty: ρa\rho^a if p>qp > q
Duration Da=a/(q−p)−(N/(q−p))(1−ρa)/(1−ρN)D_a = a/(q-p) - (N/(q-p))(1-\rho^a)/(1-\rho^N); p=qp = q: a(N−a)a(N-a)
Lundberg E(1+fX)−θ=1E(1+fX)^{-\theta} = 1; P(ever≤xW0)≤xθP(\text{ever} \le xW_0) \le x^\theta; θ=1\theta = 1 at Kelly; θ≈2/c−1\theta \approx 2/c - 1
Stationary drawdown P(D∞>d)=e−2md/s2P(D_\infty > d) = e^{-2md/s^2}
Expected MDD (large TT) 2s2m(14ln⁡m2T2s2+0.49088)\frac{2s^2}{m}(\frac14\ln\frac{m^2T}{2s^2} + 0.49088)
Excursion depth πk=ρk(1−ρ)/(1−ρk+1)\pi_k = \rho^k(1-\rho)/(1-\rho^{k+1})
Position size Q=ℓ⌊⌊fEq/∣Pe−Ps∣⌋/ℓ⌋Q = \ell\lfloor\lfloor fE_q/\lvert P_e - P_s\rvert\rfloor/\ell\rfloor

Notation for later modules

ff fraction of capital at risk (or invested, in continuous time); f∗f^* Kelly fraction; c=f/f∗c = f/f^* Kelly multiple; g(f)g(f) growth rate of log wealth; θ\theta Lundberg exponent; RR R-multiple; 1R1R initial risk in rupees; SS Sharpe ratio.

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