Search results for "Normal-inverse Gaussian distribution"

showing 3 items of 3 documents

Performance of adaptive sample size adjustment with respect to stopping criteria and time of interim analysis

2006

The benefit of adjusting the sample size in clinical trials on the basis of treatment effects observed in interim analysis has been the subject of several recent papers. Different conclusions were drawn about the usefulness of this approach for gaining power or saving sample size, because of differences in trial design and setting. We examined the benefit of sample size adjustment in relation to trial design parameters such as 'time of interim analysis' and 'choice of stopping criteria'. We compared the adaptive weighted inverse normal method with classical group sequential methods for the most common and for optimal stopping criteria in early, half-time and late interim analyses. We found …

Statistics and ProbabilityResearch designClinical Trials as TopicEpidemiologyComputer scienceInterim analysisClinical trialNormal-inverse Gaussian distributionSequential methodResearch DesignSample size determinationSample SizeInterimStatisticsEconometricsHumansOptimal stoppingStatistics in Medicine
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A New Nonparametric Estimate of the Risk-Neutral Density with Applications to Variance Swaps

2021

We develop a new nonparametric approach for estimating the risk-neutral density of asset prices and reformulate its estimation into a double-constrained optimization problem. We evaluate our approach using the S\&P 500 market option prices from 1996 to 2015. A comprehensive cross-validation study shows that our approach outperforms the existing nonparametric quartic B-spline and cubic spline methods, as well as the parametric method based on the Normal Inverse Gaussian distribution. As an application, we use the proposed density estimator to price long-term variance swaps, and the model-implied prices match reasonably well with those of the variance future downloaded from the CBOE websi…

FOS: Computer and information sciencesStatistics and ProbabilityVariance swapOptimization problemvariance swapStatistics - ApplicationsFOS: Economics and businessNormal-inverse Gaussian distributiondouble-constrained optimizationpricingEconometricsApplications (stat.AP)Asset (economics)normal inverse Gaussian distributionMathematicsParametric statisticslcsh:T57-57.97Applied MathematicsNonparametric statisticsEstimatorVariance (accounting)lcsh:Applied mathematics. Quantitative methodsPricing of Securities (q-fin.PR)risk-neutral densitylcsh:Probabilities. Mathematical statisticslcsh:QA273-280Quantitative Finance - Pricing of Securities
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Portfolio performance evaluation with generalized Sharpe ratios: Beyond the mean and variance

2009

The main purpose of this paper is to present a theoretically sound portfolio performance measure that takes into account higher moments of the distribution of returns. First, we perform a study of the investor's preferences to higher moments of distribution within expected utility theory and discuss the performance measurement. To illustrate the investor's preferences to higher moments and the computation of a performance measure, we provide an approximation analysis of the optimal capital allocation problem and derive a formula for the Sharpe ratio adjusted for skewness of distribution. This performance measure justifies the notion of the Generalized Sharpe Ratio (GSR) introduced by Hodges…

Economics and EconometricsSharpe ratioNonparametric statisticsVariance (accounting)Measure (mathematics)Normal-inverse Gaussian distributionModigliani risk-adjusted performanceSkewnessComputer Science::Computational Engineering Finance and ScienceEconomicsKurtosisEconometricsPortfolioFinanceExpected utility hypothesisMathematicsParametric statisticsJournal of Banking & Finance
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