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The formula that killed Wall Street': The Gaussian copula and modelling practices in investment banking

机译:杀死华尔街的公式:投资银行中的高斯函数和建模实践

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Drawing on documentary sources and 114 interviews with market participants, this and a companion article discuss the development and use in finance of the Gaussian copula family of models, which are employed to estimate the probability distribution of losses on a pool of loans or bonds, and which were centrally involved in the credit crisis. This article, which explores how and why the Gaussian copula family developed in the way it did, employs the concept of 'evaluation culture', a set of practices, preferences and beliefs concerning how to determine the economic value of financial instruments that is shared by members of multiple organizations. We identify an evaluation culture, dominant within the derivatives departments of investment banks, which we call the 'culture of no-arbitrage modelling', and explore its relation to the development of Gaussian copula models. The article suggests that two themes from the science and technology studies literature on models (modelling as 'impure' bricolage, and modelling as articulating with heterogeneous objectives and constraints) help elucidate the history of Gaussian copula models in finance.
机译:借助文献资料和对市场参与者的114次访谈,本文以及相关文章讨论了高斯copula系列模型的开发和在金融中的应用,这些模型用于估算贷款或债券池中损失的概率分布,以及这些都集中在信贷危机中。本文探讨了高斯copula家族如何以及如何发展,采用了“评估文化”的概念,这是关于如何确定金融工具的经济价值的一系列实践,偏好和信念。多个组织的成员。我们确定了一种在投资银行衍生产品部门中占主导地位的评估文化,我们将其称为“无套利文化”,并探讨其与高斯copula模型发展之间的关系。该文章认为,来自科学技术研究文献的两个主题涉及模型(建模为“不纯的” Bricolage,建模为具有不同目标和约束的清晰表达)有助于阐明高斯copula模型在金融领域的历史。

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