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Critical analysis of the most widespread methodologies for the simulation of the short rate dynamics under extreme market conditions 对极端市场条件下短期利率动态模拟的最广泛的方法进行批判性分析
Pub Date : 2020-12-01 DOI: 10.47473/2020rmm0076
P. Giribone, Banca Carige
This study proposes an analysis of the main drawbacks emerged when adopting the traditional short rate dynamics under extreme market conditions such as under negative interest rates. In fact, this condition has led to invalidate the use of the majority of the most popular stochastic differential equations (SDE) reported in the scientific literature. The first part of the paper makes an overall introduction to the problem, analyzing it from different perspectives. Given that the author dealt with these topics in previous research items, the objective of the paper is to focus on only one of these aspects which was not scrutinized before and to examine it in full detail. As a result, the most popular stochastic dynamics are shown in the second part and the problems raised by their numerical integration are then discussed. Starting from the equations for which it is feasible to implement a numerical scheme for their solution, the problem thus becomes how to find a reasonable estimation for the SDE parameters. The third section deals with the problems occurred in the application of Maximum Likelihood Estimation (MLE) caused by the negative interest rates during the implementation of the well-established approaches. For every analyzed dynamics a real market case is provided. The paper highlights the appropriateness of the Hull-White model which can be considered a feasible and reliable solution for simulating short rates also under extreme market conditions.
本研究提出了在负利率等极端市场条件下采用传统短期利率动态时出现的主要缺陷的分析。事实上,这种情况已经导致科学文献中报道的大多数最流行的随机微分方程(SDE)的使用无效。本文第一部分对问题进行了总体介绍,从不同角度进行了分析。鉴于作者在以前的研究项目中处理了这些主题,本文的目的是只关注这些方面中的一个,这些方面以前没有仔细审查过,并详细检查它。因此,第二部分展示了最流行的随机动力学,并讨论了它们的数值积分所引起的问题。从可行的求解方程开始,问题就变成了如何对SDE参数进行合理的估计。第三部分讨论了负利率在应用最大似然估计(MLE)时所引起的问题。对于每一个分析的动态,提供了一个真实的市场案例。本文强调了赫尔-怀特模型的适用性,该模型可以被认为是在极端市场条件下模拟短期利率的可行和可靠的解决方案。
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引用次数: 1
CoViD-19 in Italy: a mathematical model to analyze the epidemic containment strategy and the economic impacts CoViD-19在意大利:一个分析疫情控制策略和经济影响的数学模型
Pub Date : 2020-05-30 DOI: 10.1101/2020.05.28.20115790
Fabio Verachi, L. Trussoni, Luciano Lanzi
The objective of this paper is to evaluate the potential costs deriving from the adoption of the CoViD-19 epidemic management strategy. For this purpose, we developed a specific methodology that combines an epidemiological model, known in the literature as "SIR" (Susceptible - Infected - Recovered), and a probabilistic state model, also known as "multi-state". The model thus conceived was then parameterized using the dataset published by the Italian Government through the Civil Protection and the Istituto Superiore di Sanita. We therefore estimated the duration of the disease and the related costs, with reference to the strategy currently under discussion between government institutions and social organizations involved. Given the flexibility of the adopted approach, the tool will also be able to provide useful indications in relation to any alternative strategies that the Government could adopt in the near future, as well as being the starting point of an analysis of the epidemic indirect costs such as losses of GDP fractions.
本文的目的是评估采用CoViD-19流行病管理策略所产生的潜在成本。为此,我们开发了一种特定的方法,将流行病学模型(在文献中称为“SIR”(易感-感染-恢复))和概率状态模型(也称为“多状态”)相结合。然后使用意大利政府通过民防和高等卫生研究所发布的数据集对这样构想的模型进行了参数化。因此,我们参照政府机构和有关社会组织目前正在讨论的战略,估计了疾病的持续时间和相关费用。鉴于所采用方法的灵活性,该工具还将能够就政府在不久的将来可能采取的任何替代战略提供有用的指示,并作为分析该流行病间接成本(如国内生产总值部分损失)的起点。
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引用次数: 4
Non-Performing Exposures of banks: impatient diktats and national solutions vs patient management and Asset Management Companies at European level 银行的不良风险敞口:不耐烦的指令和国家解决方案与欧洲层面的耐心管理和资产管理公司
Pub Date : 2020-04-08 DOI: 10.47473/2020rmm0009
R. Masera
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引用次数: 0
Analisi e progettazione di un sistema di misure quantitative per il monitoraggio dei rischi finanziari delle Garanzie d’Origine 分析和设计一个监测原产地担保财务风险的定量措施系统
Pub Date : 2019-07-15 DOI: 10.47473/2020rmm0027
Anna Bottasso, Pier Giuseppe Giribone, Matilde Martorana
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引用次数: 1
Nuovi tassi benchmark 新基准利率
Pub Date : 2019-07-15 DOI: 10.47473/2020rmm0023
Umberto Cherubini, M. Bianchetti
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引用次数: 0
New frontiers in financial markets: from machine learning to algorithmic trading 金融市场的新前沿:从机器学习到算法交易
Pub Date : 2019-07-15 DOI: 10.47473/2020rmm0025
Valentina Lagasio
Fintech, Distristributed Ledgers Tecnology (DLT), blockchain, machine learning, algorithmic trading and High Frequency Trading (HFT), are among the most disruptive digital innovations that are transforming the structure of any industrial sector, including the financial industry. Together with the positive spillovers of the introduction of these new technologies (i.e. reducing transaction costs, reducing operating costs, improving speed and security of the transactions, ...), we should be aware of the potential new risks that may involve the financial system, whose activity is guaranteed by the trust of the operators. Regulators and supervisors should therefore extend their understanding of the new technologies, both to assess their potential impact on banks' business models and to address risks arising with due caution. Similarly, banks operating within the new technological framework, must rethink their own business models and consider the upcoming challenges, which require specific knowledge and skills.
金融科技、分布式账本技术(DLT)、区块链、机器学习、算法交易和高频交易(HFT)是最具颠覆性的数字创新之一,正在改变包括金融业在内的任何行业的结构。在引入这些新技术的积极溢出效应(即降低交易成本、降低运营成本、提高交易速度和安全性等)的同时,我们应该意识到可能涉及金融体系的潜在新风险,而金融体系的活动是由运营商的信任来保证的。因此,监管机构和监管者应扩大对新技术的理解,既要评估它们对银行业务模式的潜在影响,又要谨慎应对由此产生的风险。同样,在新技术框架下运营的银行必须重新思考自己的业务模式,并考虑即将到来的挑战,这些挑战需要特定的知识和技能。
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引用次数: 0
Il risk appetite framework: una «teoria del tutto» per le banche? 风险吸引力框架:银行的“一切理论”?
Pub Date : 2019-07-15 DOI: 10.47473/2020rmm0024
Giacomo Vadi
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引用次数: 0
The Margin of Conservatism (MoC) in the IRB approach: defining and measuring the general estimation error IRB方法中的保守性边际:一般估计误差的定义和测量
Pub Date : 2019-04-02 DOI: 10.47473/2020rmm0031
Franco Varetto, S. Cuneo
Towards the Reform of the European Financial Supervisory Authorities on Intermediaries and Financial Markets: some Notes for a Discussion. The dynamics that are blurring the borders between old and new financial intermediation practices, partly induced by fintech, call for a significant move to enhance a light regulation, supported by a proactive risk based supervision. That implies an update of the European and National Competent Authorities’ architectures to serve the tasks they are committed to, by effectively implementing market conduct and prudential supervision across processes, activities and platforms. The paper concludes with some drill-down on the steps that could be appropriate to re-address the hybrid Italian twin-peaks for a more coherent set-up. 1. Le lezioni della crisi La segnalazione di carenze regolamentari e di vigilanza, a valle dell’irrompere della crisi finanziaria, ha portato le istituzioni europee a sottolineare con insistenza, nel corso degli ultimi dieci anni, l’importanza che gli interventi riparatori su questi due fronti fossero finalizzati a: (1) prevenire crisi sistemiche, (2) garantire l’integrità e l’ordinato funzionamento dei mercati finanziari, (3) rafforzare le tutele per gli investitori, in particolare di quelli retail. Le strade percorse per tradurre in prassi queste finalità (overarching principles) si sono dispiegate lungo due direttrici: il ridisegno del sistema delle Autorità europee, accompagnato da un pervasivo sforzo di revisione e completamento del quadro normativo e regolamentare ad integrazione del “single rule book”. In risposta alle emergenze poste dall’irrompere della crisi finanziaria, la Commissione Europea ha finalizzato le raccomandazioni del High Level Group presieduto da Jaques de Lerosière, avviando un percorso che ha portato alla istituzione nel 2010 dell’European Systemic Risk Board (ESRB), a cui sono stati affidati i presidi macroprudenziali necessari per prevenire/mitigare il rischio sistemico. A completamento del European System of Financial Supervision (ESFS), nel gennaio del 2011 vengono istituite tre Autorità di settore EBA, EIOPA ed ESMA (rispettivamente per banche, assicurazioni e fondi pensione, strumenti finanziari e mercati) per i profili microprudenziali 2 . Nel novembre del 2014 la BCE assume le competenze di vigilanza sugli enti creditizi dell’area euro ad integrazione dell’attività svolta dalle autorità di settore nazionali; una scelta che si è rivelata appropriata ed efficace alla luce delle implicazioni sistemiche di alcune problematiche legate al mondo del credito. Alle nuove Autorità europee sono stati affidati ruoli in ambito prevalentemente regolamentare, lasciando così a lungo la vigilanza su ampi settori dell’industria finanziaria tra le competenze delle Autorità dei singoli paesi (NCA), che hanno fatto prevalere nel tempo le prassi nazionali sulle ripetute sollecitazioni della Commissione a convergere. Scelte che, di fatto, hanno contribuito a cristallizzare preval
欧洲金融监管机构对中介机构和金融市场的改革:一些讨论要点。部分由金融科技引起的新旧金融中介实践之间界限模糊的动态,要求采取重大举措,加强宽松监管,并辅以积极主动的基于风险的监管。这意味着更新欧洲和国家主管当局的架构,通过有效地实施市场行为和跨流程、活动和平台的审慎监管,为他们承诺的任务服务。这篇论文总结了一些关于步骤的深入研究,这些步骤可能适合重新解决意大利混合双峰问题,以获得更连贯的设置。1. 金融危机的解决方案,金融危机的解决方案,欧洲机构的解决方案,最终解决方案的解决方案,干预方案的解决方案的解决方案,最终解决方案的解决方案,最终解决方案的解决方案。(1)预防危机系统;(2)保证金融市场的“整合”和“协调”功能;(3)保障投资者,特别是散户投资者的利益。按贸易惯例执行的总体原则(总体原则)是指在适当的指导下执行的原则:欧洲行政管理制度的总体原则和普遍原则;修订、完善、管理和统一的“单一规则手册”。在金融危机爆发后的紧急情况下,欧洲委员会最终通过了一项决议,即由雅克·德·勒罗西特(jacques de lerosiire)担任高级小组主席,并于2010年由欧洲系统风险委员会(ESRB)担任预防/缓解金融危机爆发所必需的宏观审慎主席。1 .欧洲金融监管体系(ESFS)的完善,2011年12月1日发布的《欧洲金融监管体系(ESFS)》,EIOPA和ESMA(银行监管、养老金监管、工具金融和商业监管),以及微观审慎。2014年11月1日起,欧盟委员会将承担欧洲地区和欧洲一体化委员会的责任,并承担欧洲地区和欧洲一体化委员会的责任。unselta che si è rivelata appropriata Ed effices all luce delle implizioni sistemiche di calcalproblem leglegalmondo del credit。新欧洲自治当局在雄心和普遍的管理方面的国家地位的确立,新欧洲自治当局在雄心和普遍的管理方面的地位的确立,新欧洲自治当局在雄心和普遍的管理方面的地位的确立,新欧洲自治当局的地位的确立,新欧洲自治当局的地位的确立,新欧洲自治当局的地位的确立,新欧洲自治当局的地位的确立,新欧洲自治当局的地位的确立。我的父亲,我的父亲,我的父亲,我的父亲,我的父亲,我的父亲,我的父亲,我的父亲,我的父亲,我的父亲,我的父亲,我的父亲,我的父亲。“单一规则手册”不可能è不可能实现。在“不同质性”和“不同质性”方面,我们提出了“商业、金融、多样化”和“劳动、媒体、经济、经济、经济、经济”这两个概念。cio si e aggiunta l 'oggettiva difficolta di declinare标准adatte一presidiare efficacemente le主trasformazioni格瓦拉在questi安妮汉诺ridisegnato le modalita di produzione prestazione e fruizione一些servizi finanziari。在所有的规则中,所有的规则都是规则,所有的规则都是规则,所有的规则都是规则,所有的规则都是规则,所有的规则都是规则,所有的规则都是规则,所有的规则都是规则,所有的规则都是规则,所有的规则都是规则。问题是,在管理当局的管理方面,必须有明确和有效的监管目标,必须有明确和有效的监管,必须有明确的总体原则,必须有明确的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标,必须有严格的监管目标。1 2018年12月6日,意大利米兰。《经济与社会》,2018,第3期。在2002年和2004年的机构间委员会中:CEBS (bancaria民团)、CEIOPS (assicurazioni e pension民团)、CESR (regamentazionone valori mobilii)。3 V。孔蒂:《从危机中吸取教训的监管与监督反思》,《保罗·巴菲中心研究论文丛刊》,2011年第1期(http://ssrn.com/abstract=1918765)。
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引用次数: 0
La determinazione del fair value di opzioni su valuta impiegando funzioni a base radiale: un’applicazione al framework di pricing di Garman-Kohlhagen 利用放射基功能确定货币期权的公平价值:Garman-Kohlhagen的定价框架应用
Pub Date : 2019-04-02 DOI: 10.47473/2020rmm0032
Simone Fioribello, Pier Giuseppe Giribone, Banca Carige
Al fine di valorizzare opzioni su valuta si ricorre tendenzialmente al framework di pricing di Garman – Kohlhagen, che costituisce un’estensione di quello tradizionale di Black-Scholes-Merton. Tali modelli di valutazione hanno in comune la definizione di un’equazione alle derivate parziali rappresentativa, sotto alcune ipotesi, della possibile evoluzione futura del valore del derivato, nota come PDE fondamentale. La specifica del tipo di opzione avviene mediante la definizione delle condizioni iniziali (IC – Initial Conditions) e delle condizioni al contorno di Dirichlet del problema (BC – Boundary Conditions), che dipendono strettamente dal pay-off dell’opzione. Qualora questo sia semplice la PDE ammette una soluzione in forma chiusa, altrimenti è necessario ricorrere ad una metodologia numerica di pricing. La discretizzazione avviene tipicamente impiegando i metodi delle differenze finite (FDM – Finite Difference Method) o degli elementi finiti (FEM – Finite Elements Method). Negli ultimi anni l’ingegneria finanziaria si sta concentrando su una metodologia innovativa per la valorizzazione di opzioni, che pone i suoi fondamenti teorici sulle funzioni a base radiale (RBF – Radial Basis Functions). Il fine del presente studio è quello di presentare i principi di funzionamento di tale tecnica e di fornire, dopo aver condotto un’accurata validazione del codice, un esempio di applicazione nella valutazione di un’opzione esotica digitale scritta su valuta. Garman – Kohlhagen framework, which is an extension of the most popular Black-Scholes-Merton model, is often used by financial institutions in order to price options with a currency as underlying. These pricing techniques have in common the definition of a partial differential equation used for the definition of the future value of the derivative, called Fundamental PDE. The financial instruments characterization depends on the derivative pay-off and it is realized through the specification of the initial conditions (IC) and the Dirichlet’s boundary conditions (BC). For standard contracts, called plain-vanilla derivatives, and for a few class of non-standard instruments, called exotic derivatives, this problem can be solved analytically reaching a theoretical fair value through a closed formula (CF) valuation, otherwise a numerical method must be used. Classical numerical integration schemes, which have been implemented for this purpose, are Finite Difference Method (FDM) and Finite Elements Method (FEM). In the last ten years, financial engineering has focused on an innovative methodology for option pricing which has its foundations on Radial Basis Functions (RBF). This paper aims to examine how this technique works in the financial field and how this method can be applied to the fair-value determination of vanilla and exotic Forex options.
为了开发货币期权,人们倾向于使用Garman - Kohlhagen定价框架,这是传统布莱克-肖尔斯-默顿定价框架的延伸。这些评价模型的共同之处在于,在某些假设下,对派生值(称为基本PDE)的未来可能发展具有代表性的偏导数方程的定义。选择类型的规范是通过初始条件(IC -初始条件)和问题侧条件(BC - Boundary Conditions)的定义来实现的,这些条件严格依赖于选项的支付。在简单的情况下,PDE允许封闭的解决方案,否则需要使用数字定价方法。(FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM - FDM近年来,金融工程一直专注于一种创新的选择开发方法,该方法基于其基于辐射的功能(RBF)。本研究的目的是介绍这种技术的操作原理,并在对代码进行彻底验证后,提供一个在评估基于货币的异域数字选项时应用的示例。Garman - Kohlhagen框架,是金融机构经常使用的最受欢迎的黑人学生-默顿模型的延伸,其目的是在货币低估的情况下进行价格期权。这些定价技术的共同定义是部分差异化方程,用于定义衍生品的未来价值,称为基本PDE。金融工具的绩效取决于衍生品的支付,它是通过初始条件规范(IC)和dirich boundary conditions规范(BC)实现的。对于标准合同,称为标准衍生品,对于非标准衍生品的几类非标准衍生品,这个问题可以通过一个封闭的公式(CF)估值来实现理论公平价值,提供数字方法必须使用。传统的数字集成计划,为这个目的而实现的,是有限的差异方法(FDM)和有限的元素方法(FEM)。在过去10年里,金融工程为选择定价提供了一种创新的方法,因为它有辐射基础功能(RBF)的来源。本文件旨在阐述这一技术在金融领域的工作方式,以及这一方法如何应用于确定香草和异国选择的公平价值。
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引用次数: 0
Appunti sul riassetto delle Autorità su intermediari e mercati finanziari 关于金融中介机构和市场重组的说明
Pub Date : 2019-04-02 DOI: 10.47473/2020rmm0029
Vittorio Conti
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引用次数: 0
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Risk Management Magazine
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