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Constrained Principal Components Estimation of Large Approximate Factor Models 大型近似因子模型的约束主成分估计
Pub Date : 2017-04-18 DOI: 10.2139/ssrn.2956211
Rachida Ouysse
Principal components (PC) are fundamentally feasible for the estimation of large factor models because consistency can be achieved for any path of the panel dimensions. The PC method is however inefficient under cross-sectional dependence with unknown structure. The approximate factor model of Chamberlain and Rothschild [1983] imposes a bound on the amount of dependence in the error term. This article proposes a constrained principal components (Cn-PC) estimator that incorporates this restriction as external information in the PC analysis of the data. This estimator is computationally tractable. It doesn't require estimating large covariance matrices, and is obtained as PC of a regularized form of the data covariance matrix. The paper develops a convergence rate for the factor estimates and establishes asymptotic normality. In a Monte Carlo study, we find that the Cn-PC estimators have good small sample properties in terms of estimation and forecasting performances when compared to the regular PC and to the generalized PC method (Choi [2012]).
主成分(PC)对于大因子模型的估计基本上是可行的,因为对于面板维度的任何路径都可以实现一致性。然而,在截面依赖未知结构的情况下,PC方法效率较低。Chamberlain和Rothschild[1983]的近似因子模型对误差项的依赖程度施加了限制。本文提出了一个约束主成分(Cn-PC)估计器,该估计器将此限制作为数据PC分析中的外部信息。这个估计量在计算上是可处理的。它不需要估计大的协方差矩阵,可以得到数据协方差矩阵的正则化形式的PC。给出了因子估计的收敛速率,并建立了渐近正态性。在蒙特卡罗研究中,我们发现,与常规PC和广义PC方法相比,Cn-PC估计器在估计和预测性能方面具有良好的小样本特性(Choi[2012])。
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引用次数: 1
Supplement to the Article: Using Domain Ontology for Service Replacement Tasks: An Empirical Evaluation 文章补充:在服务替换任务中使用领域本体:一个经验评价
Pub Date : 2017-04-04 DOI: 10.2139/SSRN.2946016
Paul Karänke, J. Leukel, V. Sugumaran
This document provides additional materials and data analysis that complement the laboratory experiment described in the following article: "Karaenke, P.; Leukel, J.; Sugumaran, V. 2016. “Using Domain Ontology for Service Replacement Tasks: An Empirical Evaluation,” Proceedings of the 37th International Conference on Information Systems (ICIS 2016), Dublin, Ireland." This supplement consists of the following parts: Tutorial pages and tasks, service descriptions used in the service replacement tasks, test of hypothesis 1 per task, and test for learning effects. The purpose of the supplement is to enable researchers to replicate our experiment. Furthermore, the additional data analysis may help researchers better comprehend the results reported in the main article.
本文件提供了补充以下文章中描述的实验室实验的额外材料和数据分析:“Karaenke, P.;Leukel, j .;苏古马兰,V. 2016。“使用领域本体进行服务替换任务:经验评估”,第37届信息系统国际会议论文集(ICIS 2016),都柏林,爱尔兰。”本补编由以下部分组成:教程页面和任务、服务替换任务中使用的服务描述、每个任务的假设1检验、学习效果检验。补充的目的是使研究人员能够重复我们的实验。此外,额外的数据分析可以帮助研究人员更好地理解主要文章中报告的结果。
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引用次数: 1
Unsustainable Europe: How Will Explode the Banking System and Public Debt 不可持续的欧洲:银行体系和公共债务将如何爆炸
Pub Date : 2017-03-15 DOI: 10.2139/SSRN.2933601
Danilo Stentella
The amendment of the Article 507 of the CRR, Capital Requirements Regulation, proposed by the European Commission, would expose member States of European Union to immediate failure for debt interest sudden rise, but would also expose to a higher risk of failure some national banking systems as a whole.
欧盟委员会提出的《资本要求条例》第507条修正案,将使欧盟成员国在债务利息突然上升时面临立即破产的风险,但也将使一些国家的银行体系面临更高的整体破产风险。
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引用次数: 0
A Gravity-Based Revealed Comparative Advantage Estimator 基于引力的显性比较优势估计方法
Pub Date : 2017-02-27 DOI: 10.2139/ssrn.2925591
S. French
I propose a method of moments estimator of revealed comparative advantage based on a flexible specification of trade flows that is consistent with a large class of gravity models of international trade. I show that this estimator has many desirable properties. It is theoretically consistent with the classical notion of Ricardian comparative advantage and is easily computed, even for very large samples. Statistical inference is straightforward, and it is closely related to a commonly-used estimator in the gravity literature that is known to be robust to various forms of heteroskedasticity and measurement error common to trade data.
我提出了一种基于贸易流动的灵活规范的显示比较优势矩估计方法,该方法与国际贸易的一大类重力模型相一致。我证明了这个估计量有许多理想的性质。它在理论上与李嘉图比较优势的经典概念是一致的,并且很容易计算,即使对于非常大的样本也是如此。统计推断是直接的,它与重力文献中常用的估计器密切相关,该估计器已知对贸易数据中常见的各种形式的异方差和测量误差具有鲁棒性。
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引用次数: 5
Comparative Advantage and Biased Gravity 比较优势与偏重力
Pub Date : 2017-01-31 DOI: 10.2139/ssrn.2913921
S. French
Gravity estimation based on sector-level trade data is generally misspecified because it ignores the role of product-level comparative advantage in shaping the effects of trade barriers on sector-level trade flows. Using a model that allows for arbitrary patterns of product-level comparative advantage, I show that sector-level trade flows follow a generalized gravity equation that contains an unobservable, bilateral component that is correlated with trade costs and omitted by standard sector-level gravity models. I propose and implement an estimator that uses product-level data to account for patterns of comparative advantage and find the bias in sector-level estimates to be significant. I also find that, when controlling for product-level comparative advantage, estimates are much more robust to distributional assumptions, suggesting that remaining biases due to heteroskedasticity and sample selection are less severe than previously thought.
基于部门级贸易数据的重力估计通常是错误的,因为它忽略了产品级比较优势在形成贸易壁垒对部门级贸易流动的影响方面的作用。我使用一个允许任意产品级比较优势模式的模型,表明部门级贸易流动遵循一个广义引力方程,其中包含一个与贸易成本相关的不可观察的双边成分,该成分被标准部门级引力模型忽略了。我提出并实现了一个估计器,它使用产品级数据来解释比较优势的模式,并发现部门级估计中的偏差是显著的。我还发现,当控制产品水平的比较优势时,估计对分布假设更加稳健,这表明由于异方差和样本选择导致的剩余偏差没有以前想象的那么严重。
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引用次数: 7
Revealed Comparative Advantage: What Is It Good For? 显性比较优势:它有什么好处?
Pub Date : 2017-01-31 DOI: 10.2139/ssrn.2525827
S. French
This paper applies a widely-used class of quantitative trade models to evaluate the usefulness of measures of revealed comparative advantage (RCA) in academic and policy analyses. I find that, while commonly-used indexes are generally not consistent with theoretical notions of comparative advantage, certain indexes can be usefully employed for certain tasks. I explore several common uses of RCA indexes and show that different indexes are appropriate when attempting to (a) uncover countries' fundamental patterns of comparative advantage, (b) evaluate the differential effect of changes in trade barriers across producers of different products, or (c) identify countries who are relatively close competitors in a given market.
本文运用一种广泛使用的定量贸易模型来评估显示性比较优势(RCA)在学术和政策分析中的有用性。我发现,虽然常用的指标通常与比较优势的理论概念不一致,但某些指标可以有效地用于某些任务。我探索了RCA指数的几种常见用途,并表明在试图(a)揭示国家比较优势的基本模式时,不同的指数是合适的,(b)评估不同产品生产者之间贸易壁垒变化的差异效应,或(c)确定在给定市场中相对接近的竞争对手的国家。
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引用次数: 100
Conditional Phase-Type Distribution Under Doubly Stochastic Jump Markov Processes with Observed Covariates 具有观测协变量的双随机跳跃马尔可夫过程的条件相型分布
Pub Date : 2016-12-01 DOI: 10.2139/ssrn.2901525
B. Surya
Empirical evidences on corporate bond found e.g. in Frydman (2005) and Frydman and Schuermann (2008) suggest the facts that the attribution of constant intensity in the credit rating dynamics, represented by finite-state jump Markov processes, is not borne out by actual data. On the other hand, it is known facts that continuous-time finite-state jump Markov processes can be represented by means of Poisson process and embedded discrete-time Markov chains, see, e.g., Ch. 7 of Pardoux (2008), Sec. 5.10 of Resnick (2002) and and Jakubowski and Nieweglowski (2010, 2008). Motivated by the above facts, we consider representation of jump Markov processes in terms of doubly stochastic Poisson process (see e.g. Cox (1955), Kingman (1964), Serfozo (1972), and Bremaud (1981)) whose intensity is driven by observed explanatory covariates. However, we impose weaker conditions than that of specified in Kingman (1964) and Jakubowski and Nieweglowski (2010, 2008) in the construction of such jump Markov process in which the conditional rate of jump arrival in the conditional Poisson process follows the landmarking approach. This approach has been recently introduced in event history analysis by van Houwelingen (2007) and van Houwelingen and Putter (2012). By this approach, we do not require the whole trajectory (dynamics) of the observed covariates. Analogous to Cox (1955) and Jakubowski and Nieweglowski (2010), we call such representation as doubly stochastic jump Markov processes. We derive lifetime distributions until its absorption of doubly stochastic finite state absorbing jump Markov process, and propose generalization of the phase-type distribution introduced in Neuts (1981, 1975). Also, we derive conditional forward intensity of future occurrences of the jump Markov process. The new distribution and intensity are given in closed form and have ability to capture explanatory covariates and heterogeneity. The results can be seen as an alternative structural approach to the reduced-form model of credit default discussed in Duffie et al. (2009, 2007), and Duan et al. (2012). Some numerical examples are discussed to motivate the main results.
在Frydman(2005)和Frydman and Schuermann(2008)中发现的关于公司债券的经验证据表明,信用评级动态中以有限状态跳跃马尔可夫过程为代表的恒定强度的归因并没有得到实际数据的证实。另一方面,已知的事实是,连续时间有限状态跳跃马尔可夫过程可以用泊松过程和嵌入的离散时间马尔可夫链来表示,参见Pardoux(2008)的第7章,Resnick(2002)的第5.10节以及Jakubowski和Nieweglowski(2010, 2008)。基于上述事实,我们考虑用双随机泊松过程来表示跳跃马尔可夫过程(参见Cox(1955)、Kingman(1964)、Serfozo(1972)和Bremaud(1981)),其强度由观察到的解释协变量驱动。然而,在构造这种跳跃马尔可夫过程时,我们施加了比Kingman(1964)和Jakubowski和Nieweglowski(2010、2008)中规定的更弱的条件,其中条件泊松过程中的条件跳跃到达率遵循地标方法。这种方法最近被van Houwelingen(2007)和van Houwelingen and Putter(2012)引入到事件历史分析中。通过这种方法,我们不需要观察到的协变量的整个轨迹(动力学)。与Cox(1955)和Jakubowski和Nieweglowski(2010)类似,我们将这种表示称为双重随机跳跃马尔可夫过程。推导了其吸收双随机有限态跳跃马尔可夫过程之前的寿命分布,并对Neuts(1981,1975)中引入的相型分布进行了推广。此外,我们还推导了跳跃马尔可夫过程未来发生的条件前向强度。新的分布和强度以封闭形式给出,并且能够捕获解释协变量和异质性。研究结果可以被视为Duffie等人(2009、2007)和Duan等人(2012)讨论的信用违约简化模型的另一种结构性方法。文中还讨论了一些数值算例来激励主要结果。
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引用次数: 0
Probability of Sufficiency of Solvency II Reserve Risk Margins: Practical Approximations 偿付能力充分性的概率II准备金风险边际:实用的近似
Pub Date : 2016-10-30 DOI: 10.1017/ASB.2017.12
Eric Dal Moro, Yuriy Krvavych
The new Solvency II regime and the upcoming IFRS 4 Phase II regime bring significant changes to current reporting of insurance entities, and particularly in relation to valuation of insurance liabilities. Insurers will be required to valuate their insurance liabilities on a risk-adjusted basis to allow for uncertainty inherent in cash flows that arise from the liability of insurance contracts. Whilst most European-based insurers are expected to adopt the Cost of Capital (CoC) approach to calculating reserve risk margin - the risk adjustment method commonly agreed under Solvency II and IFRS 4 Phase II, there is one additional requirement of IFRS to also disclose confidence level of the risk margin. Given there is no specific guidance on the calculation of confidence level, the purpose of this paper is to explore and examine practical ways of estimating the risk margin confidence level measured by Probability of Sufficiency (PoS). The paper provides some practical approximation formulae that would allow one to quickly estimate the implied PoS of Solvency II risk margin for a given non-life insurance liability, the risk profile of which is specified by the type and characteristics of the liability (e.g. type/nature of business, liability duration and convexity, etc.), which in turn are associated with: the level of variability measured by Coefficient of Variation (CoV); the degree of Skewness per unit of CoV; and the degree of Kurtosis per unit of CoV squared.The approximation formulae of PoS are derived for both the standalone class risk margin and the diversified risk margin at the portfolio level.
新的偿付能力II制度和即将发布的《国际财务报告准则第4号》第二阶段制度对保险主体的现行报告制度,特别是与保险负债估值相关的报告制度,带来了重大变化。保险公司将被要求在风险调整的基础上评估其保险负债,以考虑由保险合同负债产生的现金流固有的不确定性。虽然大多数欧洲保险公司预计将采用资本成本(CoC)方法来计算准备金风险保证金——偿付能力II和国际财务报告准则4第二阶段普遍同意的风险调整方法,但国际财务报告准则还要求披露风险保证金的置信水平。鉴于对置信水平的计算没有具体的指导,本文的目的是探索和检验用充分性概率(PoS)来估计风险边际置信水平的实用方法。本文提供了一些实用的近似公式,使人们能够快速估计给定非寿险责任的偿付能力II风险边际的隐含PoS,其风险概况由责任的类型和特征(例如业务类型/性质,责任持续时间和凸性等)指定,这反过来又与:变异系数(CoV)测量的变异性水平相关;单位冠状病毒的偏度;和每单位CoV平方的峰度。在投资组合水平上,分别推导了单类风险边际和多元化风险边际的近似公式。
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引用次数: 11
Joan Robinson and MIT 琼·罗宾逊与
Pub Date : 2016-09-25 DOI: 10.2139/ssrn.2843349
H. Gram, G. Harcourt
Roger Backhouse begins his essay on “MIT and the Other Cambridge” (Backhouse, 2014; hereafter RB with page numbers only) citing Joan Robinson’s “challenge to what she chose to call the neoclassical theory of production” (RB, p. 252). His title referred, of course, to Robinson’s protagonists at the Massachusetts Institute of Technology; in particular, Paul Samuelson and Robert Solow. After developing his thesis that disequilibrium macroeconomics emerged as a by-product of the capital theory controversy, Backhouse concludes with the observation: “The controversy between the two Cambridges eventually came to be seen by MIT economists (and most of the economics profession) as a waste of time” (RB, p. 269).
罗杰·巴恪思开始了他的论文“麻省理工学院和另一个剑桥”(巴恪思,2014;引用琼·罗宾逊“对她所谓的新古典主义生产理论的挑战”(RB,第252页)。当然,他的书名指的是鲁滨逊在麻省理工学院的主角们;特别是保罗·萨缪尔森和罗伯特·索洛。在发展了他的论文,即非均衡宏观经济学是资本理论争论的副产品之后,巴克斯豪斯总结道:“两个剑桥之间的争论最终被麻省理工学院的经济学家(以及大多数经济学专业人士)视为浪费时间”(RB,第269页)。
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引用次数: 4
When to Drop a Bombshell 什么时候投下重磅炸弹
Pub Date : 2016-09-10 DOI: 10.1093/RESTUD/RDX070
Gabriele Gratton, Richard Holden, A. Kolotilin
At an exogenous deadline, Receiver takes an action, the payoff from which depends on Sender’s private type. Sender privately observes if and when a bombshell arrives. Upon arrival, she chooses when to drop it, which starts a public flow of information about her type. Dropping the bombshell earlier exposes it to greater scrutiny, but signals credibility. We characterize the set of equilibria and show that Sender delays dropping the bombshell, and completely withholds it with positive probability. Our model provides an explanation for an “October Surprise” effect and generates further predictions about the dynamics of information disclosure during election campaigns. We find empirical support for these predictions in data on US presidential scandals.
在外生截止日期,接收者采取行动,其收益取决于发送者的私有类型。发送者私下观察是否以及何时有重磅炸弹到达。到达目的地后,她选择何时放下手机,这就开启了一个关于她的类型的公共信息流。更早地抛出重磅炸弹会让它受到更严格的审查,但也表明了它的可信度。我们描述了均衡集,并证明了发送方延迟投掷重磅炸弹,并以正概率完全保留它。我们的模型为“十月惊喜”效应提供了解释,并对竞选期间信息披露的动态进行了进一步的预测。我们在美国总统丑闻的数据中找到了对这些预测的实证支持。
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引用次数: 38
期刊
UNSW Business School Research Paper Series
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