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Measuring the Relevance of the Microstructure Noise in Financial Data 度量财务数据中微观结构噪声的相关性
Pub Date : 2012-11-16 DOI: 10.2139/ssrn.1961224
C. Mancini
We show that the Truncated Realized Variance (TRV) of a SemiMartingale (SM) converges to zero when observations are contaminated by noise. Under the additive i.i.d. noise assumption, a central limit theorem is also proved. In consequence it is possible to construct a feasible test allowing us to measure, for a given path of a given data generating process at a given observation frequency, the relevance of the noise in the data when we want to estimate the efficient process integrated variance IV. We thus can optimally select the observation frequency at which we can “safely” use TRV. The performance of our test is verified on simulated data. We are especially interested in the application of the test to financial data, and a comparison conducted with Bandi and Russel (2008) and Ait-Sahalia, Mykland and Zhang (2005) mean square error criteria shows that, in order to estimate IV, in many cases we can rely on TRV for lower observation frequencies than previously indicated when using Realized Variance (RV). The advantages of our method are at least two: on the one hand the underlying model for the efficient data generating process is less restrictive in that jumps are allowed (in the form of an Ito SM). On the other hand our criterion is pathwise, rather than based on an average estimation error, allowing for a more precise estimation of IV because the choice of the optimal frequency is based on the observed path. Further analysis on both simulated and empirical financial data is conducted in Lorenzini (2012) [15] and is also still in progress.
我们证明了当观测值被噪声污染时,半鞅(SM)的截断实现方差(TRV)收敛到零。在加性i.i.d噪声假设下,证明了一个中心极限定理。因此,有可能构建一个可行的测试,允许我们在给定的观测频率下测量给定数据生成过程的给定路径,当我们想要估计有效过程集成方差IV时,数据中噪声的相关性。因此,我们可以最佳地选择我们可以“安全”使用TRV的观测频率。仿真数据验证了我们测试的性能。我们对将检验应用于金融数据特别感兴趣,并且与Bandi和Russel(2008)以及Ait-Sahalia, Mykland和Zhang(2005)均方误差标准进行的比较表明,为了估计IV,在许多情况下,我们可以依赖TRV来获得比之前使用已实现方差(RV)时所指出的更低的观测频率。我们的方法至少有两个优点:一方面,有效数据生成过程的底层模型限制较少,因为允许跳转(以Ito SM的形式)。另一方面,我们的准则是路径的,而不是基于平均估计误差,允许更精确地估计IV,因为选择最优频率是基于观察到的路径。Lorenzini(2012)[15]对模拟和实证财务数据进行了进一步的分析,并且仍在进行中。
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引用次数: 5
Mean-Reverting Jump Diffusion Processes: Drift Adjustment to Preserve a Fixed Long-Term Mean 均值回归跳跃扩散过程:保持固定长期均值的漂移调整
Pub Date : 2012-11-07 DOI: 10.2139/ssrn.1925110
Mirela Predescu, S. Wilkens
This note addresses the properties of mean-reverting stochastic processes of the Black-Karasinski type with additional stochastic jumps. For these processes, which are well suited for many financial applications such as the modelling of commodity prices and credit spreads, one would usually like to ensure a fixed long-term mean around which the process paths evolve. This paper shows the impact of jumps on the long-term asymptotic behaviour of the Black-Karasinski process and proposes a drift adjustment that ensures the convergence of the process expectation to a fixed long-term mean.
本文讨论了具有附加随机跳变的Black-Karasinski型均值回归随机过程的性质。对于这些过程,它们非常适合许多金融应用,例如商品价格和信贷息差的建模,人们通常希望确保一个固定的长期均值,使过程路径围绕这个均值发展。本文展示了跳跃对Black-Karasinski过程的长期渐近行为的影响,并提出了一种保证过程期望收敛到固定长期均值的漂移调整。
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引用次数: 2
On the Demand for Portfolio Insurance 论投资组合保险的需求
Andy Fodor, James S. Doran, James M. Carson, David P. Kirch
While insurers manage underwriting risk with various methods including reinsurance, insurers increasingly manage asset risk with options, futures, and other derivatives. Previous research shows that buyers of portfolio insurance pay considerably for downside protection. We add to this literature by providing the first evidence on the cost of portfolio insurance, the payoff to portfolio insurance, and the relative demand for portfolio insurance across VIX levels. We find that the demand for portfolio insurance is relatively high at low levels of VIX, suggesting purchasers demand more downside protection when this protection is cheap on an absolute basis (but expensive on a relative basis). We also provide the first evidence on the hedging behavior of specific investor classes, and show that the demand for portfolio insurance is driven by retail investors (individuals) who buy costly insurance from institutional investors. Results are consistent with other types of paradoxical insurance-buying behavior.
在保险公司通过包括再保险在内的各种方法管理承保风险的同时,保险公司越来越多地通过期权、期货和其他衍生品来管理资产风险。先前的研究表明,投资组合保险的购买者为下行保护支付了相当多的费用。我们通过提供有关投资组合保险成本、投资组合保险收益以及跨VIX水平对投资组合保险的相对需求的第一个证据来补充这一文献。我们发现,在低波动率水平下,对投资组合保险的需求相对较高,这表明当这种保护在绝对基础上便宜(但在相对基础上昂贵)时,购买者需要更多的下行保护。我们还提供了关于特定投资者类别对冲行为的第一个证据,并表明对投资组合保险的需求是由散户(个人)驱动的,他们从机构投资者那里购买昂贵的保险。结果与其他类型的矛盾保险购买行为一致。
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引用次数: 1
An Improved Estimation to Make Markowitz's Portfolio Optimization Theory Users Friendly and Estimation Accurate with Application on the US Stock Market Investment 一种改进的估计,使马科维茨的投资组合优化理论易于使用和估计准确,并在美国股市投资中的应用
Pub Date : 2012-10-01 DOI: 10.2139/ssrn.1968889
P. Leung, Hon-Yip Ng, W. Wong
Using the Markowitz mean–variance portfolio optimization theory, researchers have shown that the traditional estimated return greatly overestimates the theoretical optimal return, especially when the dimension to sample size ratio p/n is large. Bai et al. (2009) propose a bootstrap-corrected estimator to correct the overestimation, but there is no closed form for their estimator. To circumvent this limitation, this paper derives explicit formulas for the estimator of the optimal portfolio return. We also prove that our proposed closed-form return estimator is consistent when n→∞ and p/n→y∈(0,1). Our simulation results show that our proposed estimators dramatically outperform traditional estimators for both the optimal return and its corresponding allocation under different values of p/n ratios and different inter-asset correlations ρ, especially when p/n is close to 1. We also find that our proposed estimators perform better than the bootstrap-corrected estimators for both the optimal return and its corresponding allocation. Another advantage of our improved estimation of returns is that we can also obtain an explicit formula for the standard deviation of the improved return estimate and it is smaller than that of the traditional estimate, especially when p/n is large. In addition, we illustrate the applicability of our proposed estimate on the US stock market investment.
利用马科维茨均值-方差投资组合优化理论,研究人员发现传统的估计收益大大高估了理论最优收益,特别是当维度与样本容量之比p/n较大时。Bai等人(2009)提出了一种自举校正估计器来纠正过高估计,但他们的估计器没有封闭形式。为了规避这一限制,本文导出了最优投资组合收益估计的显式公式。我们还证明了当n→∞且p/n→y∈(0,1)时所提出的闭型回归估计量是一致的。我们的模拟结果表明,在不同的p/n比率值和不同的资产间相关性ρ下,特别是当p/n接近1时,我们提出的估计器在最优收益及其相应分配方面都显著优于传统估计器。我们还发现,对于最优收益及其相应的分配,我们提出的估计量比自举校正估计量表现得更好。我们改进收益估计的另一个优点是,我们还可以得到改进收益估计的标准差的显式公式,它比传统估计的标准差要小,特别是当p/n较大时。此外,我们说明了我们提出的估计对美国股市投资的适用性。
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引用次数: 66
The Investment Value of Contrarian Buy-Side Recommendations 反向买方建议的投资价值
Pub Date : 2012-09-17 DOI: 10.2139/ssrn.1971533
Steven Crawford, Wesley Gray, Bryan R. Johnson, R. Price
We examine a comprehensive set of investment recommendations paired with analyst-specific information from over 1,000 buy-side analysts (predominantly analysts from hedge funds) from the private website SumZero.com. Recommendations from these analysts generate significant returns when the reports are posted to the website. Returns are the most dramatic for contrarian recommendations (i.e., those issued contrary to the sell-side consensus), particularly for buy recommendations. Furthermore, the returns to both buy and sell recommendations drift in the direction of the recommendation. We also explore institutional ownership changes and document a wealth transfer between the broader institutional market and buy-side firms in the sample. Collectively, the evidence suggests buy-side recommendations have investment value. The results also document the importance of new technologies in disseminating information to market participants.
我们研究了一套全面的投资建议,以及来自私人网站SumZero.com的1000多名买方分析师(主要是对冲基金分析师)的分析师特定信息。当报告发布到网站上时,这些分析师的建议会产生可观的回报。反向建议(即与卖方共识相反的建议)的回报最为显著,尤其是买入建议。此外,买入和卖出建议的回报都与推荐的方向一致。我们还探讨了机构所有权的变化,并记录了样本中更广泛的机构市场和买方公司之间的财富转移。总的来说,证据表明买方建议具有投资价值。研究结果还证明了新技术在向市场参与者传播信息方面的重要性。
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引用次数: 4
Front-Running of Mutual Fund Fire-Sales 抢先抛售共同基金
Pub Date : 2012-09-06 DOI: 10.2139/ssrn.2170660
T. Dyakov, Marno Verbeek
We show that a real-time trading strategy which front-runs the anticipated forced sales by mutual funds experiencing extreme capital outflows generates an alpha of 0.5% per month during the 1990–2010 period. The abnormal return stems from selling pressure among stocks that are below the NYSE mean size and cannot be attributed to the arrival of public information. While the largest stocks also exhibit downward price pressure, their prices revert before the front-running strategy can detect it. The duration of the anticipated selling pressure has decreased from about a month in the 1990s to about two weeks in the most recent decade. Our results suggest that publicly available information of fund flows and holdings exposes mutual funds in distress to predatory trading.
我们表明,在1990-2010年期间,在共同基金经历极端资本外流的预期被迫出售之前,实时交易策略每月产生0.5%的阿尔法。异常回报源于低于纽交所平均规模的股票的抛售压力,不能归因于公开信息的到来。虽然最大的股票也表现出价格下跌的压力,但在抢先策略发现之前,它们的价格就会回升。预期抛售压力的持续时间已从上世纪90年代的约一个月缩短至最近十年的约两周。我们的研究结果表明,资金流动和持有量的公开信息使陷入困境的共同基金暴露于掠夺性交易中。
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引用次数: 26
The Cross-Section of Industry Investment Returns 行业投资回报的横截面
Pub Date : 2012-09-06 DOI: 10.2139/ssrn.2023921
Ilan Cooper, R. Priestley
Firm level characteristics explain the cross section of investment returns of industry portfolios that include listed and unlisted firms. Moreover, common asset pricing models explain the cross-sectional variation of characteristic-based investment returns which include listed and unlisted firms. Assuming that managers of unlisted fi rms are less likely to be affected by investor misvaluation and are less likely to overinvest, our results are consistent with a rational interpretation of the role of characteristics. Given a portfolio characteristic, there are no systematic differences in expected investment returns for listed and unlisted fi rms suggesting their cost of equity are unrelated to whether a rm is listed or unlisted.
企业层面的特征解释了包括上市公司和非上市公司在内的行业投资组合的投资回报的横截面。此外,常见的资产定价模型解释了包括上市公司和非上市公司在内的基于特征的投资回报的横截面变化。假设非上市公司的管理者不太可能受到投资者错误估值的影响,也不太可能过度投资,我们的结果与对特征作用的理性解释是一致的。给定一个投资组合特征,上市公司和非上市公司的预期投资回报没有系统性差异,这表明它们的权益成本与公司是上市还是非上市无关。
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引用次数: 0
Comparison of Stakeholder Perspectives on Current Regulatory and Reporting Reforms 利益相关者对当前监管和报告改革的观点比较
Pub Date : 2012-09-01 DOI: 10.1111/j.1540-6296.2012.01218.x
Joël Wagner, Alexandra Zemp
In the European insurance industry, regulatory and reporting frameworks are currently subject to far‐reaching reforms. We focus on four of these frameworks, namely the Solvency II framework, insurance guaranty systems, the proposed IFRS 4 Phase II international accounting standards, and Market Consistent Embedded Value reporting. We present these frameworks, analyze them from the insurance company's management, investors, and policyholder perspectives, and compare them. Our analysis implies that the four frameworks need to be considered jointly, due to various interrelations and interactions. We argue that a coordinated introduction will be necessary to ensure that the regulatory burden is reduced and synergies can be utilized in the event of all four frameworks being implemented as planned. Furthermore, we analyze the challenges of a holistic, comprehensive approach to insurance reporting and regulation and its implementation in order to achieve the goals set by the frameworks.
在欧洲保险业,监管和报告框架目前受到影响深远的改革。我们将重点关注其中四个框架,即偿付能力II框架、保险担保体系、建议的国际财务报告准则4第二阶段国际会计准则和市场一致嵌入价值报告。我们提出这些框架,从保险公司的管理层、投资者和投保人的角度对它们进行分析,并对它们进行比较。我们的分析表明,由于各种相互关系和相互作用,这四个框架需要共同考虑。我们认为,有必要进行协调,以确保在所有四个框架按计划实施的情况下减轻监管负担,并利用协同效应。此外,我们分析了一个全面的挑战,全面的方法来保险报告和监管及其实施,以实现框架所设定的目标。
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引用次数: 10
The Impacts of Surrender Options on Reserve Durations 退让期权对储备期限的影响
Pub Date : 2012-09-01 DOI: 10.1111/j.1540-6296.2012.01216.x
C. Tsai
Estimating the interest rate risk of life insurance reserves is essential for insurers, and surrender options are critical to the estimation. This article advances our understanding of how surrender options affect the durations of reserves. We identify a pattern of the reserve duration with respect to the interest rate that is important in explaining how surrender rate levels and the interest‐rate sensitivity of surrenders affect reserve durations. We further found that the surrender behavior that is more positively related to the interest rate produces larger/smaller effective dollar durations when the interest rate is low/high.
寿险准备金利率风险的评估是保险公司的基本工作,而退保期权是评估的关键。本文增进了我们对退让期权如何影响储备期限的理解。我们确定了准备金期限相对于利率的模式,这对于解释投降率水平和投降的利率敏感性如何影响准备金期限非常重要。我们进一步发现,当利率低/高时,与利率正相关的投降行为产生更大/更小的有效美元存续期。
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引用次数: 3
Pricing for Multiline Insurer: Frictional Costs, Insolvency, and Asset Allocation 多线路保险公司定价:摩擦成本、资不抵债和资产配置
Pub Date : 2012-09-01 DOI: 10.1111/j.1540-6296.2012.01214.x
Li Zhang, Norma L. Nielson
This article examines multiline insurance pricing based on the contingent claim approach in a limited liability and frictional costs environment. Capital allocation is based on the value of the default option, which satisfies the realistic assumption that each distinct line undertakes a pro rata share of deficit caused by insurer insolvency. Premium levels, available assets, and default risk interact with each other and reach equilibrium at the fair premium. The assets available to pay for liabilities are not predetermined or given; instead, the premium income and investment income jointly influence the available assets. The results show that equity allocation does not influence the overall fair premium. For a given expected loss, the premium‐to‐expected‐loss ratio for firms offering multiple lines is higher than that for firms only offering a single line, due to the reduced risk achieved through diversification. Premium‐to‐expected‐loss ratio and equity‐to‐expected‐loss ratio vary across lines. Lines having a higher possibility or claim amount not being paid in full exhibit lower premium‐to‐expected‐loss ratio and higher equity‐to‐expected‐loss ratio. Positive correlation among lines of business results in lower premium‐to‐expected‐loss ratio than when independent losses are assumed. Positive correlation between investment return and losses reduces the insolvency risk and leads to a higher premium‐to‐expected‐loss ratio.
本文考察了有限责任和摩擦成本环境下基于或有索赔方法的多线保险定价。资本配置是基于违约期权的价值,这满足了一个现实的假设,即每条不同的线路承担由保险公司破产造成的赤字的比例份额。溢价水平、可用资产和违约风险相互作用,以公平溢价达到均衡。可用于支付负债的资产不是预先确定的或给定的;相反,溢价收益和投资收益共同影响可用资产。结果表明,股权配置不影响整体公平溢价。对于给定的预期损失,提供多条线路的公司的溢价与预期损失之比高于只提供一条线路的公司,这是由于多样化降低了风险。保费与预期损失率和权益与预期损失率在不同行业有所不同。赔付可能性较高或索赔金额未全额支付的险种,保费与预期损失率较低,权益与预期损失率较高。业务线之间的正相关性导致保费与预期损失率低于假设独立损失时的保费与预期损失率。投资回报与亏损之间的正相关关系降低了资不抵债风险,并导致更高的溢价与预期亏损比率。
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引用次数: 0
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Econometrics: Applied Econometric Modeling in Financial Economics eJournal
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