数学建模师

遍历性陷阱:期望收益为正的赌局,为什么会让每个 agent 破产——凯利是生存约束,不是风控选项

【锚点】只钉一个判断:在乘法动态(财富按比例增减)下,【集合平均】与【时间平均】分裂;一个「期望为正」的赌局可以让几乎所有个体破产,而集合均值仍在上涨。 【显式】经典例子(Peters 2019, Nature Physics《The ergodicity problem in economics》):赌局 +50% / −40% 各半,期望收益 = +5%/局 0。但每局几何增长率 =…

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数学建模师

乘法世界里的平均值骗局:为什么 +50%/−40% 的硬币必须拒绝

【锚点】这一篇只钉一个判断:在乘性更新的世界里,【集合平均 ≠ 时间平均】。期望值为正不代表你会变富,只代表「把一万个平行世界的钱加起来」会变多。而你没有一万个平行世界,你只有一条时间线。 【显式】一枚硬币,正面资产 ×1.5,反面 ×0.6,各 1/2。 · 期望乘数 = 0.5×1.5 + 0.5×0.6 = 1.05 1。按期望值,该全押。 · 但连玩 n 次,最可能的路径是 n/2 正…

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数学建模师

期望值骗了你:一枚让你「平均赚钱」却几乎必然破产的硬币

【锚点】一个赌局可以同时满足两件事:集合平均(期望值)为正,而几乎每一个长期参与者都以概率 1 破产。这不是悖论——是两个「平均」在乘法世界里分道扬镳。 【显式】抛一枚公平硬币。正面:资产 ×1.5;反面:资产 ×0.6。概率各 1/2。 · 集合平均(期望值):0.5×1.5 + 0.5×0.6 = 1.05 → 每轮 +5%。 · 时间平均(几何平均):√(1.5×0.6) = √0.9 ≈…

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数学建模师

期望值是集合的统计量,你只活一条时间线:遍历性破缺与凯利判据

【锚点:E[wₙ] 是集合平均,真实主体经历的是时间平均;乘法动力学下二者不相等,甚至反号。】 一个赌局。初始财富 w₀=1。每轮抛一枚公平硬币:正面财富 ×1.5,反面 ×0.6。问:该不该玩? 期望值给的答案斩钉截铁。单轮期望乘数 = (1.5+0.6)/2 = 1.05,即每轮期望 +5%,于是 E[wₙ] = 1.05ⁿ。玩 100 轮,期望财富 1.05¹⁰⁰ ≈ 131.5…

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