• Title/Summary/Keyword: Risk-hedging

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An Option Hedge Strategy Using Machine Learning and Dynamic Delta Hedging (기계학습과 동적델타헤징을 이용한 옵션 헤지 전략)

  • Ru, Jae-Pil;Shin, Hyun-Joon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.12 no.2
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    • pp.712-717
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    • 2011
  • Option issuers generally utilize Dynamic Delta Hedging(DDH) technique to avoid the risk resulting from continuously changing option value. DDH duplicates payoff of option position by adjusting hedge position according to the delta value from Black-Scholes(BS) model in order to maintain risk neutral state. DDH, however, is not able to guarantee optimal hedging performance because of the weaknesses caused by impractical assumptions inherent in BS model. Therefore, this study presents a methodology for dynamic option hedge using artificial neural network(ANN) to enhance hedging performance and show the superiority of the proposed method using various computational experiments.

RISK-MINIMIZING HEDGING FOR A SPECIAL CONTINGENTS

  • YANG, JIANQI;JIANG, QIUYAN
    • Journal of Applied and Pure Mathematics
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    • v.4 no.5_6
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    • pp.287-297
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    • 2022
  • In this paper, we consider a risk-minimization hedging problem for a special European contingent claims. The existence and uniqueness of strategy are given constructively. Firstly, a non-standard European contingent is demonstrated as stochastic payment streams. Then the existence of the risk minimization strategy and also the uniqueness are proved under two kinds market information by using Galtchouk-Kunita-Watanabe decomposition and constructing a 0-achieving strategy risk-minimizing strategies in full information. And further, we have proven risk-minimizing strategies exists and is unique under restrict information by constructing a weakly mean-selffinancing strategy.

Analysis on the Procurement Hedging Strategies for Bituminous Coal Considering Multiple Risk Factors (복수의 위험요인을 고려한 유연탄 조달헤징전략 분석)

  • Yun, Won-Cheol;Sonn, Yang-Hoon
    • Environmental and Resource Economics Review
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    • v.16 no.4
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    • pp.855-872
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    • 2007
  • This study suggests an imported coal procurement model that simultaneously considers the risk factors of coal price, ocean freight rate and foreign exchange rate. In addition, it quantitatively analyses the superiority of this model compared to the previous one m terms of procurement cost saving and stabilization. According to the empirical results, a separate hedging could stabilize the procurement cost flow, but this is not the end of story. That is, a complex hedging would reduce the standard deviations of cost flow. Thus, one could improve hedging effects by fully considering the inherent variance-covariance relationship among coal price, ocean freight rate and foreign exchange.

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The Hedging Effectiveness of Shrimp Futures Contract and Futures Contract Design (새우 선물계약의 헤징유효성과 선물계약 설계)

  • Kang, Seok-Kyu
    • The Journal of Fisheries Business Administration
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    • v.41 no.1
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    • pp.73-91
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    • 2010
  • The objective of this study is to examine the hedging effectiveness of shrimp futures market. Hedging effectiveness is measured by OLS model based on rolling windows. Analysis data are obtained from Kansai Commodities Exchange in Osaka and are weekly data of frozen shrimp futures and cash prices in the time period from July 9, 2003, to May 9, 2007. The empirical results are summarized as follows:First, the correlation coefficients between the nearby futures price changes and the cash(16/20) price changes are very low and have range from 0.141 to 0.208 values. Second, the minimum variance hedge ratios($\hat{\beta}$) are all statistically different from 0 at the 5% level and range from 0.0477 to 0.5039 values excluding Indian shrimps(26/30). Ex post hedging effectiveness, as measured by the coefficient of determination, $R^2$, is relatively very low and range from a low of 0.4% for west-south Indian shrimps(26/30) to a high 4.3% for Vietnamese shrimps(16/20). Third, ex ante hedging effectiveness, as measured by out-of-sample hedging period, is also very low and range from a low of -4.4% for west-south Indian shrimps(21/25) to a high of 3.4% for Vietnamese shrimps(16/20). This indicates that the shrimp futures market doesn't behave as risk management instrument of shrimp spot.

Risk Management Strategies Using Futures and Options for Importing Crude Oil (원유수입을 위한 선물 및 옵션 활용 위험관리 전략)

  • Yun, Won-Cheol;Sonn, Yang-Hoon
    • Environmental and Resource Economics Review
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    • v.18 no.1
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    • pp.139-158
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    • 2009
  • With the sample of Middle East crude oil imported to South Korea, this study empirically analyzes the effectiveness of the risk management strategies using derivatives such as futures and options. Assuming the hedging period of one to twelve months, it considers a spot purchasing strategy, 1 : 1 futures hedge strategy, OLS-based minimum-variance futures hedge strategy, buying call option strategy, and collar transaction strategy. According to the ex-ante result, using the derivatives of futures or options makes lower the procurement costs when the crude oil prices is increasing. With the hedging period less than or equal to six months, the hedging strategy using futures turns out to be superior in terms of procurement cost reduction and hedging effectiveness improvement. In contrast, the hedging strategies of buying call option and collar transaction would generate better results when the hedging program last over six months.

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COHERENT AND CONVEX HEDGING ON ORLICZ HEARTS IN INCOMPLETE MARKETS

  • Kim, Ju-Hong
    • Journal of applied mathematics & informatics
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    • v.30 no.3_4
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    • pp.413-428
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    • 2012
  • Every contingent claim is unable to be replicated in the incomplete markets. Shortfall risk is considered with some risk exposure. We show how the dynamic optimization problem with the capital constraint can be reduced to the problem to find an optimal modified claim $\tilde{\psi}H$ where$\tilde{\psi}H$ is a randomized test in the static problem. Convex and coherent risk measures defined in the Orlicz hearts spaces, $M^{\Phi}$, are used as risk measure. It can be shown that we have the same results as in [21, 22] even though convex and coherent risk measures defined in the Orlicz hearts spaces, $M^{\Phi}$, are used. In this paper, we use Fenchel duality Theorem in the literature to deduce necessary and sufficient optimality conditions for the static optimization problem using convex duality methods.

A Study on the Introduction of Derivatives for Hedge of Housing Rent Price -Targeting Apartment Rent Price in Gangnam and Gangbuk Regions of Seoul- (주택전세가격 헤지를 위한 파생상품 도입 연구 - 서울시 강남, 강북지역 아파트 전세가격을 대상으로 -)

  • Choi, In-Sik;Yoo, Seung-Kyu;Kim, Jae-Jun
    • Journal of The Korean Digital Architecture Interior Association
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    • v.12 no.1
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    • pp.35-43
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    • 2012
  • This study aimed to seek a method capable of hedging a rising risk of housing rent price by introducing derivatives with the target of Korean housing rent markets. The research model used in this thesis progressed a research by applying a futures contract method with the target of the rent price of major apartments in Gangnam and Gangbuk Regions of Seoul. As an analysis result, the rent price of all complexes has risen during its analysis period, so it could be confirmed that the CRB future index was also risen according to this. Finally, it was confirmed that the rising risk of the rent price can be hedged through a purchase position of futures. But, as the difference between rent price variation and CRB future index variation occurs, it appeared that 100% of hedge is difficult. However, it is judged that if considering that a method capable of hedging the rising risk of the existing rent price was nonexistent, the hedge trading effect utilizing the CRB future index on the rent price will be meaningful.

Important Role of Power Exchange in Conducting Futures Market for Stabilizing Electric Power Industry in Transition

  • Yoon, Yong T.
    • KIEE International Transactions on Power Engineering
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    • v.3A no.1
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    • pp.53-60
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    • 2003
  • At present the electric power industry in Korea is going through a major restructuring process. The restructuring is motivated by a desire to reduce electricity supply costs, to attract new in-vestment in modern generation, transmission and distribution facilities, and to stimulate innovation in the wholesale production and the retail supply of electricity. The experience to date shows that restructuring of electric power industry in the US, however, is marred with a number of problematic market performances including unreasonably high prices at wholesale. This paper investigates the important role of Power Exchange for stabilizing electric power industry in transition by offering various financial products. These financial products are used for risk hedging by the market participants. The paper focuses on the risk hedging by an individual supplier and derives an explicit decision rule that incorporates the attitude towards the risks. In addition to providing the financial products for risk hedging by market participants, the Power Exchange plays another very important role of financial safeguard system. Because of its unique characteristics, the Power Exchange is well suited for financial surveillance where it performs the early detection of unsound financial (and to a large extent operational) practices on the part of any system users and protect the system integrity and the market participants from the consequences of a default in the clearing structure.

OPTIMAL PARTIAL HEDGING USING COHERENT MEASURE OF RISK

  • Kim, Ju-Hong
    • Journal of applied mathematics & informatics
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    • v.29 no.3_4
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    • pp.987-1000
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    • 2011
  • We show how the dynamic optimization problem with the capital constraint can be reduced to the problem to find an optimal modified claim $\tilde{\psi}H$ where $\tilde{\psi}$ is a randomized test in the static problem. Coherent risk measure is used as risk measure in the $L^{\infty}$ random variable spaces. The paper is written in expository style to some degree. We use an average risk of measure(AVaR), which is a special coherent risk measure, to see how to hedge the modified claim in a complete market model.

Development and Assessment of Hedging Rule for Han River Reservoir System Operation against Severe Drought (한강수계 저수지군의 갈수대응 운영을 위한 Hedging Rule의 개발과 적용성 평가)

  • Kim, Jeong Yup;Park, Myung Ky;Lee, Gi Ha;Jung, Kwan Sue
    • Journal of Korea Water Resources Association
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    • v.47 no.10
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    • pp.891-906
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    • 2014
  • This study suggests the hedging rule of MIP (Mixed Integer Programing) in counting the risk evaluation criteria of the objective function and constraints in order to provide the optimum operating rule in reservoir system as constraining water shortage as much as possible which may happen in the downstream control point of water supply in the aspect of water system management. The proposed model is applied to the Han-river reservoir system for two testing periods (Case I: Jan. 1993~Dec. 1997, Case II: Jan. 1999~Dec. 2003). The model based on the hedging rule with trigger volume, estimated in this study shows that in Case I, the monthly minimum discharge was $310.6{\times}10^6m^3$ in the single operation, $56.3{\times}10^6m^3$ in the joint operation, and $317.5{\times}10^6m^3$ in the hedging rule and also, in Case II, the monthly minimum discharge was found to be $204.2{\times}10^6m^3$ in the single operation, $111.2{\times}10^6m^3$ in the joint operation, and $243.7{\times}10^6m^3$ in the hedging rule. In conclusion, the hedging rule, proposed in this study can decrease vulnerability while guarantees reliability and resiliency.