• 제목/요약/키워드: Option Trading Strategy

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The Information Content of Option Prices: Evidence from S&P 500 Index Options

  • Ren, Chenghan;Choi, Byungwook
    • Management Science and Financial Engineering
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    • 제21권2호
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    • pp.13-23
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    • 2015
  • This study addresses the question as to whether the option prices have useful predictive information on the direction of stock markets by investigating a forecasting power of volatility curvatures and skewness premiums implicit in S&P 500 index option prices traded in Chicago Board Options Exchange. We begin by estimating implied volatility functions and risk neutral price densities every minute based on non-parametric method and then calculate volatility curvature and skewness premium using them. The rationale is that high volatility curvature or high skewness premium often leads to strong bullish sentiment among market participants. We found that the rate of return on the signal following trading strategy was significantly higher than that on the intraday buy-and-hold strategy, which indicates that the S&P500 index option prices have a strong forecasting power on the direction of stock index market. Another major finding is that the information contents of S&P 500 index option prices disappear within one minute, and so one minute-delayed signal following trading strategy would not lead to any excess return compared to a simple buy-and-hold strategy.

시스템 트레이딩에서 진입시점과 델타에 따른 스트래들 매도의 성능 분석 (The Profit Analysis of Straddle Sell by Entry-Time and Delta at System Trading)

  • 고영훈;김윤상
    • 디지털산업정보학회논문지
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    • 제6권1호
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    • pp.151-157
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    • 2010
  • This paper proposes the Pyramid strategy which is based on the straddle sell. The Pyamid strategy has multi-entry features with starting date and delta parameters. And It is hedged against a loss by mutual trades and dynamic ripples. This paper analyzes the profit and MDD(maximum draw down) of the Pyramid strategy on system trading. The portfolio tool is used for the experiment which is one of the Multicharts' package. The Multicharts is a good trading system of recent years. For the experiment, three call options and three put options are used at october in 2009. Two parameters are used which are the starting date from first October to twentieth October in 2009 and delta from eight percent to fifty percent. As a result, the profit of composite option is about 3 million won. If the strategy starts before the beginning of option month, investors feel uncomfortable because of a large MDD. If a delta belows 20%, it shows high profit and the ratio of profit and MDD builds up a low value. However a low delta makes frequent trades and results in a loss unless increasing entry levels which mean more amount of investment. This work provides a safer trade system than native option trades. It is important how much levels of multi-entry are acceptable. And an amount of investment with appropriate levels of multi-entry is a subject of a future study.

HEDGING OF OPTION IN JUMP-TYPE SEMIMARTINGALE ASSET MODEL

  • Oh, Jae-Pill
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • 제13권2호
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    • pp.87-100
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    • 2009
  • Hedging strategy for European option of jump-type semimartingale asset model, which is derived from stochastic differential equation whose driving process is a jump-type semimartingle, is discussed.

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변동성위험프리미엄을 이용한 일중변동성매도전략의 수익성에 관한 연구 (Profitability of Intra-day Short Volatility Strategy Using Volatility Risk Premium)

  • 김선웅;최흥식;배민근
    • 경영과학
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    • 제27권3호
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    • pp.33-41
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    • 2010
  • A lot of researches find negative volatility risk premium in options market. We can make a trading profit by exploiting the negative volatility premium. This study proposes negative volatility risk premium hypotheses in the KOSPI 200 stock price index options market and empirically test the proposed hypotheses with intra-day short straddle strategy. This strategy sells both at-the-money call option and at-the-money put option at market open and exits the position at market close. Using MySQL 5.1, we create our database with 1 minute option price data of the KOSPI 200 index options from 2004 to 2009. Empirical results show that negative volatility risk premium exists in the KOSPI 200 stock price index options market. Furthermore, intra-day short straddle strategy consistently produces annual profits except one year.

전역 변수를 이용한 유동 심볼 자동 주문 시스템의 설계 (A design of automatic trading system by dynamic symbol using global variables)

  • 고영훈;김윤상
    • 디지털산업정보학회논문지
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    • 제6권3호
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    • pp.211-219
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    • 2010
  • This paper designs the dynamic symbol automatic trading system in Korean option market. This system is based on Multichart program which is convenient and efficient system trading tool. But the Multichart has an important restriction which has only one constant symbol per chart. This restriction causes very useful strategies impossible. The proposed design uses global variables, signal chart selection and position order exchange. So an automatic trading system with dynamic symbol works on Multichart program. To verify the proposed system, BS(Buythensell)-SB(Sellthenbuy) strategies are tested which uses the change of open-interest of stock index futures within a day. These strategies buy both call and put option in ATM at start candle and liquidate all at 12 o'clock and then sell both call and put option in ATM at 12 o'clock and also liquidate all at 14:40. From 23 March 2009 to 31 May 2010, 301-trading days, is adopted for experiment. As a result, the average daily profit rate of this simple strategies riches 1.09%. This profit rate is up to eight times of commision price which is 0.15 % per option trade. If the method which raises the profitable rate of wining trade or lower commission than 0.15% is found, these strategies make fascinated lossless trading system which is based on the proposed dynamic symbol automatic trading system.

SVM을 이용한 옵션투자전략의 수익성 분석 (Profitability of Options Trading Strategy using SVM)

  • 김선웅
    • 융합정보논문지
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    • 제10권4호
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    • pp.46-54
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    • 2020
  • 본 연구의 목적은 음의 변동성위험프리미엄 특성에 기반한 전통적인 옵션 양매도전략의 문제점을 개선하기 위해, 변동성 예측을 이용한 양매도 포지션의 선택적 진입전략을 제안하고 그 투자 성과를 분석하고자 하였다. 선택적 진입전략은 비대칭적 변동성 전이효과와 SVM 모형을 결합하여 KOSPI 200 주가지수옵션시장의 장중 변동성이 하락이나 횡보로 예측되는 날만 양매도 포지션을 진입하는 옵션의 스트래들 매도전략이다. 2008년부터 2014년까지의 실험데이터에서 변동성의 최적 분류 모형을 찾아내고, 2015년부터 2018년까지의 검증데이터에 적용해 본 결과 제안모형이 비교모형보다 수익은 증가하고 투자 위험은 감소하는 우수한 결과를 보여주었다. 따라서 투자성과지표인 Sharpe Ratio가 증가하는 좋은 결과를 얻을 수 있었다. 제안 모형은 옵션 거래자들에게 언제 포지션을 진입하고 언제 진입하지 말아야 하는지에 대한 가이드라인을 제시하고 있다.

Can Big Data Help Predict Financial Market Dynamics?: Evidence from the Korean Stock Market

  • Pyo, Dong-Jin
    • East Asian Economic Review
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    • 제21권2호
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    • pp.147-165
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    • 2017
  • This study quantifies the dynamic interrelationship between the KOSPI index return and search query data derived from the Naver DataLab. The empirical estimation using a bivariate GARCH model reveals that negative contemporaneous correlations between the stock return and the search frequency prevail during the sample period. Meanwhile, the search frequency has a negative association with the one-week- ahead stock return but not vice versa. In addition to identifying dynamic correlations, the paper also aims to serve as a test bed in which the existence of profitable trading strategies based on big data is explored. Specifically, the strategy interpreting the heightened investor attention as a negative signal for future returns appears to have been superior to the benchmark strategy in terms of the expected utility over wealth. This paper also demonstrates that the big data-based option trading strategy might be able to beat the market under certain conditions. These results highlight the possibility of big data as a potential source-which has been left largely untapped-for establishing profitable trading strategies as well as developing insights on stock market dynamics.

The option valuation when the security model is a process of mixed type

  • Park, Won
    • 대한수학회보
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    • 제33권2호
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    • pp.259-265
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    • 1996
  • The history of option valuation problem goes back to the year 1900 when Louis Bachelier deduced on option valuation formula under the assumption that the price process follows standard Brownian motion. More than 50 years later, the research for a mathematical theory of option valuation was taken up by Samuelson ([6]) and others. This work was brought into focus in the major paper by Black and Scholes ([1]) in which a complete option valuation model was derived on the assumption that the underlying price model is a geometric Brownian motion. THis paper starts with subjects developed mainly in Harrison and Kreps ([4]) and in Harrison and Pliska ([5]). The ideas established in these papers are essential for option valuation problem, and in particularfor the point of view that we take in this paper.

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러프 집합을 이용한 코스피 200 주가지수옵션 시장에서의 박스스프레드 전략 실증분석 및 거래 전략 (Using rough set to support arbitrage box spread strategies in KOSPI 200 option markets)

  • 김민식;오경주
    • Journal of the Korean Data and Information Science Society
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    • 제22권1호
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    • pp.37-47
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    • 2011
  • 주가지수 옵션시장에는 많은 투자전략이 개발되어 있다. 그중 차익거래 전략은 시장이 효율성 유지측면에서 매우 중요한 역할을 하고 있다. 본 연구는 이러한 차익거래 전략 중 박스스프레드 전략을 적용하여 과거 옵션 데이터를 통해 사후 검증하고 러프 집합을 이용해 수익성을 향상시키고자 한다. 옵션 데이터는 2002년 1월부터 2006년 12월까지 실제 증권거래소에서 거래되었던 틱 데이터를 기반으로 하고 있으며 비주얼 베이직을 이용해 9시부터 오후 3시까지의 1분 마다의 종가인 1분봉으로 변형하여 분석을 하였다. 박스스프레드 전략은 낮은 위험, 낮은 이익 구조를 가지고 있다. 기존의 전략을 과거 데이터를 기반으로 백 테스팅 해보고 러프 집합을 이용하여 거래 진입 시점을 제한함으로써, 동일 위험 대비 좀 더 높은 수익구조를 만들어 낼 수 있는 전략을 구사한다면 낮은 위험으로 안정적 수익을 취할 수 있다.

Investment Decisions for Clean Development Mechanism under Uncertain Energy Policies using Real Option

  • Taeil Park;Changyoon Kim;Hyoungkwan Kim
    • 국제학술발표논문집
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    • The 5th International Conference on Construction Engineering and Project Management
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    • pp.107-110
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    • 2013
  • Recently, Korea parliament legislated the Low Carbon Green Growth Act (April, 2012) and approved a bill (May, 2012) to start carbon emission trading system in 2015. It means that for the first time, government would regulate the amounts of carbon emission in private entities, and private entities should attain predefined emission reduction goals by implementing clean development mechanism (CDM) project or buy the Certified Emission Reductions (CERs) from the trading market to avoid penalty. Under these circumstances, it is not easy for them to determine when or how to implement the CDM project because the governmental energy policies about the level of governmental subsidies, periods for free emission allocation, etc. are still under discussion and the future price of the CERs is quite uncertain. Thus, this study presents a real-option based model to assess the financial viability of the CDM project which switches bunker-C oil to liquefied natural gas (LNG). The proposed model is expected to assist private entities in establishing the investment strategy for CDM project under uncertain government energy policies.

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