探索凯利标准在巴塞尔资本要求中的应用:一种最优的反周期方法

Max C.Y. Wong
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摘要

巴塞尔资本是监管机构强加的“保证金”要求,用于缓冲银行所持资产价格的极端下跌,通常是风险价值(VaR)的函数。银行调整资产负债表以维持这一要求的方式,相当于已被证明会引发顺周期风险的杠杆目标。2008年的危机表明,巴塞尔协议2的资本不足以保护银行免受危机损失,但银行业认为,目前的巴塞尔协议3的要求对于可持续业务来说太高了。是否存在最优资本?利用目标杠杆进行资产负债表再平衡可以用乘法游戏或过程来描述。即使游戏有积极的预期,大多数玩家也会赔钱,因为过度的杠杆会导致大多数人随着时间的推移而消失,系统会实现“赢家通吃”的效果。幸运的是,Kelly标准提供了防止这种情况发生的最佳杠杆。通过使用资产负债表模拟的经验数据,我们表明凯利标准给出了相对于巴塞尔协议2、巴塞尔协议2.5和预期缺口的最优资本。这种资本方式提供了在经济周期中最佳的生存策略。本文建议如何在实际的银行中进行计算。此外,基于凯利的资本具有潜在的逆周期性,可以解决顺周期风险,还可以加强央行货币政策的传导机制。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Exploring the Use of Kelly Criterion for Basel Capital Requirement: An Optimal and Countercyclical Approach
The Basel capital is a “margin” requirement imposed by regulators to cushion banks against extreme falls in prices of assets held, and is often a function of value-at-risk (VaR). The way banks adjust their balance sheets to maintain the requirement is equivalent to leverage targeting that has been shown to cause procyclical risk. The 2008 crisis revealed that Basel 2 capital was insufficient to protect banks against crisis losses, but the industry believes the current Basel 3 requirements are too high for sustainable business. Is there an optimal capital?Balance sheet rebalancing with a target leverage can be described by a multiplicative game or process. Most players will lose money even if the game has a positive expectation because excessive leverage causes the majority to get wiped out over time and the system achieves a “winner takes all” effect. Fortunately, the Kelly criterion provides an optimal leverage that prevents this. By using empirical data for balance sheet simulation, we show that the Kelly criterion gives an optimal capital vis-a-vis Basel 2, Basel 2.5 and expected shortfall. This capital approach provides the best survival strategy over the economic cycle. The article suggests how this can be computed in practice for an actual bank. Also the Kelly-based capital is potentially countercyclical, which addresses procyclical risks and could also reinforce the central bank monetary policy transmission mechanism.
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