Hilbert Transform Methods in Financial Engineering
Hilbert Transform Methods in Financial Engineering
批准号:
0927367
负责人:
Liming Feng
金额:
$28.88万
依托单位国家:
美国
项目类别:
Standard Grant
财政年份:
2009
资助国家:
美国
项目状态:
已结题
起止时间:
2009-07-01 至 2013-06-30
中文摘要
该奖项是根据2009年美国复苏和再投资法案(公法111-5)资助的。该赠款为开发一种高性能计算方法提供资金,用于快速准确地为具有非标准回报的各种期权合约定价。本文的研究成果将被用于在随机波动率和跳跃模型中对此类期权合约进行定价,这些模型放松了广泛使用的Black-Scholes-Merton模型的限制性假设。以希尔伯特变换为基础的方法将用于纯跳跃Levy过程模型中的无障碍期权、回望期权和障碍期权的定价,平方根模型中的某些亚洲股票和利率期权的定价,以及多资产模型中的期权合约的定价。该方法也将被应用于有效地反演一个解析特征函数,以获得一个随机变量的累积分布函数,并模拟纯跳跃Levy过程和随机波动过程。期权合约被公司和基金经理广泛用于对冲由于利率、货币汇率和股票价格波动而面临的金融风险。许多期权合约有复杂的收益,取决于基础金融变量的最大值、最小值或平均值,以满足特定的对冲要求。大多数期权合约可以在到期日之前执行。常用的Black-Scholes-Merton期权定价模型大大低估了与这些衍生产品相关的风险。如果成功的话,所提出的研究结果将导致准确和有效的定价的许多重要类别的期权合约时,风险与基础的金融变量建模在更合适的方式。研究成果也将有助于应用概率,工程和经济学的各种应用领域。
英文摘要
This award is funded under the American Recovery and Reinvestment Act of 2009 (Public Law 111-5)This grant provides funding for the development of a high performance computational method for the fast and accurate pricing of various option contracts with non-standard payoffs. The proposed research results will be used to price such option contracts in stochastic volatility and jump models which relax the restrictive assumptions of the widely used Black-Scholes-Merton model. A method based on the Hilbert transform will be used to price Bermudan style vanilla, lookback and barrier options in pure jump Levy process models, certain Asian equity and interest rate options in square root models, as well as option contracts in multi-asset models. The method will also be applied to efficiently invert an analytic characteristic function to obtain the cumulative distribution function of a random variable, and to simulate pure jump Levy processes and processes with stochastic volatilities. Option contracts are widely used by corporations and fund managers to hedge against financial risks they face due to the fluctuation of interest rates, currency exchange rates, and equity prices. Many option contracts have complicated payoffs, depending on the maximum, minimum, or average of the underlying financial variable, to satisfy specific hedging requirements. Most option contracts can be exercised before their maturities. The commonly used Black-Scholes-Merton option pricing model significantly underestimates risks that are associated with these derivative products. If successful, the results of the proposed research will lead to accurate and efficient pricing of many important classes of option contracts when risks associated with the underlying financial variables are modeled in more appropriate ways. The research results will also contribute to various application areas in applied probability, engineering, and economics.
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会议论文
Collaborative Research: Market-Based Calibration of Pricing Models for Financial and Energy Option Contracts
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批准号:1029846
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项目类别:Standard Grant
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资助金额:$34.0万
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财政年份:2010
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负责人:Liming Feng
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依托单位:
国内基金
海外基金
视觉智能Shapelet Transform驱动的SHM数据关联分析与域自适应迁移机制深度学习
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批准号:52108276
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项目类别:青年科学基金项目(C类)
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资助金额:30.0万元
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批准年份:2021
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负责人:陈柳洁
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依托单位: