Markets: A Rigorous Course

Summary of key results

Foundation about 15 min
Result Formula
Frontier constants A=1⊤Σ−11A = \mathbf 1^\top\Sigma^{-1}\mathbf 1, B=1⊤Σ−1μB = \mathbf 1^\top\Sigma^{-1}\mu, C=μ⊤Σ−1μC = \mu^\top\Sigma^{-1}\mu, D=AC−B2D = AC - B^2
GMV w=Σ−11/Aw = \Sigma^{-1}\mathbf 1/A, σ2=1/A\sigma^2 = 1/A, μ=B/A\mu = B/A
Frontier w(m)=[(C−Bm)Σ−11+(Am−B)Σ−1μ]/Dw(m) = [(C - Bm)\Sigma^{-1}\mathbf 1 + (Am - B)\Sigma^{-1}\mu]/D, σ2=(Am2−2Bm+C)/D\sigma^2 = (Am^2 - 2Bm + C)/D
Tangency wT=Σ−1(μ−rf1)/1⊤Σ−1(μ−rf1)w_T = \Sigma^{-1}(\mu - r_f\mathbf 1)/\mathbf 1^\top\Sigma^{-1}(\mu - r_f\mathbf 1); ST2=(μ−rf1)⊤Σ−1(μ−rf1)S_T^2 = (\mu - r_f\mathbf 1)^\top\Sigma^{-1}(\mu - r_f\mathbf 1)
Two-fund separation frontier affine in mm; with rfr_f, everyone holds rfr_f + wTw_T
Weight sensitivity ∂x/∂μ=Σ−1\partial x/\partial\mu = \Sigma^{-1}; two assets: amplification 1/(1−ρ2)1/(1-\rho^2)
Optimal shrinkage δ∗=E∣S−Σ∣2/(E∣S−Σ∣2+∣Σ−F∣2)\delta^* = \mathbb E|S - \Sigma|^2/(\mathbb E|S - \Sigma|^2 + |\Sigma - F|^2)
Euler risk contributions RCi=wi(Σw)i/σRC_i = w_i(\Sigma w)_i/\sigma, ∑RCi=σ\sum RC_i = \sigma
ERC min⁡12y⊤Σy−∑biln⁡yi\min \tfrac12y^\top\Sigma y - \sum b_i\ln y_i, w=y/1⊤yw = y/\mathbf 1^\top y
Inverse vol = ERC iff correlation-matrix row sums are equal
Vol targeting SVT=μE[1/σ]/1+μ2Var⁡(1/σ)S_{VT} = \mu\mathbb E[1/\sigma]/\sqrt{1 + \mu^2\operatorname{Var}(1/\sigma)}
Conditional correlation ρA=ρk/1+ρ2(k−1)\rho_A = \rho\sqrt k/\sqrt{1 + \rho^2(k-1)}
Two strategies S∗=(S12+S22−2ρS1S2)/(1−ρ2)S^* = \sqrt{(S_1^2 + S_2^2 - 2\rho S_1S_2)/(1-\rho^2)}; 50/50 equal risk: (S1+S2)/2(1+ρ)(S_1 + S_2)/\sqrt{2(1+\rho)}
NN strategies SN/(1+(N−1)ρˉ)→S/ρˉS\sqrt{N/(1 + (N-1)\bar\rho)} \to S/\sqrt{\bar\rho}
Drawdown bound exposure m(W−(1−d)M)m(W - (1-d)M) ⇒ DD < dd for continuous paths
Prospect theory v(x)=x0.88v(x) = x^{0.88} or −2.25(−x)0.88-2.25(-x)^{0.88}; w(p)=pγ/(pγ+(1−p)γ)1/γw(p) = p^\gamma/(p^\gamma + (1-p)^\gamma)^{1/\gamma}, γ=0.61\gamma = 0.61, δ=0.69\delta = 0.69
Disposition concave gains ⇒ sell winners; convex losses ⇒ hold losers
Odean measures PGR, PLR; 0.148 vs 0.098
Trades needed N≥(2s/E)2N \ge (2s/E)^2; with power 1−β1-\beta: N≥((2+z1−β)s/E)2N \ge ((2 + z_{1-\beta})s/E)^2
Familywise false positive 1−(1−α)k1 - (1 - \alpha)^k

Create a free account

Reading is open to everyone. An account keeps your progress, answers, notes and code drafts, and gives you the study plan, the journals and the simulator. Running code needs an account approved for it.