메뉴 건너뛰기




Volumn 50, Issue 9, 2004, Pages 1204-1221

Which GARCH model for option valuation?

Author keywords

Forecasting; GARCH; Option pricing; Out of sample; Parsimony; Risk neutral pricing

Indexed keywords

COMPUTER SIMULATION; FUNCTIONS; MANAGEMENT SCIENCE; MATHEMATICAL MODELS; PARAMETER ESTIMATION; TIME SERIES ANALYSIS; VALUE ENGINEERING;

EID: 4944226107     PISSN: 00251909     EISSN: None     Source Type: Journal    
DOI: 10.1287/mnsc.1040.0276     Document Type: Article
Times cited : (156)

References (68)
  • 1
    • 0039505965 scopus 로고    scopus 로고
    • Nonparametric estimation of state-price densities implicit in financial asset prices
    • Ait-Sahalia, Y., A. Lo. 1998. Nonparametric estimation of state-price densities implicit in financial asset prices. J. Finance 53 499-547.
    • (1998) J. Finance , vol.53 , pp. 499-547
    • Ait-Sahalia, Y.1    Lo, A.2
  • 2
    • 4944243746 scopus 로고
    • ARCH processes and option valuation
    • University of Michigan, Ann Arbor; ML
    • Amin, K., V. Ng. 1993. ARCH processes and option valuation. Working paper. University of Michigan, Ann Arbor; ML
    • (1993) Working Paper
    • Amin, K.1    Ng, V.2
  • 3
    • 0012692686 scopus 로고    scopus 로고
    • An empirical investigation of continuous-time equity return models
    • Andersen, T., L. Benzoni, J. Lund. 2002. An empirical investigation of continuous-time equity return models. J. Finance 57 1239-1284.
    • (2002) J. Finance , vol.57 , pp. 1239-1284
    • Andersen, T.1    Benzoni, L.2    Lund, J.3
  • 4
    • 0040517321 scopus 로고    scopus 로고
    • Empirical performance of alternative option pricing models
    • Bakshi, C., C. Cao, Z. Chen. 1997. Empirical performance of alternative option pricing models. J. Finance 52 2003-2049.
    • (1997) J. Finance , vol.52 , pp. 2003-2049
    • Bakshi, C.1    Cao, C.2    Chen, Z.3
  • 5
    • 0030534228 scopus 로고    scopus 로고
    • Jumps and stochastic volatility: Exchange rate processes implicit in deutsche mark options
    • Bates, D. 1996. jumps and stochastic volatility: Exchange rate processes implicit in deutsche mark options. Rev. Financial Stud. 9 69-107.
    • (1996) Rev. Financial Stud. , vol.9 , pp. 69-107
    • Bates, D.1
  • 7
    • 0001062383 scopus 로고
    • Studies of stock price volatility changes
    • American Statistical Association, Washington, D.C.
    • Black, F. 1976. Studies of stock price volatility changes. Proc. 1976 Meetings Bus. Econom. Statist. Section. American Statistical Association, Washington, D.C., 177-181.
    • (1976) Proc. 1976 Meetings Bus. Econom. Statist. Section , pp. 177-181
    • Black, F.1
  • 8
    • 85015692260 scopus 로고
    • The pricing of options and corporate liabilities
    • Black, F., M. Scholes. 1973. The pricing of options and corporate liabilities. J. Political Econom. 81 637-659.
    • (1973) J. Political Econom. , vol.81 , pp. 637-659
    • Black, F.1    Scholes, M.2
  • 9
    • 42449156579 scopus 로고
    • Generalized autoregressive conditional heteroskedasticity
    • Bollerslev, T. 1986. Generalized autoregressive conditional heteroskedasticity. J. Econometrics 31 307-327.
    • (1986) J. Econometrics , vol.31 , pp. 307-327
    • Bollerslev, T.1
  • 10
    • 0000658462 scopus 로고    scopus 로고
    • Modeling and pricing long-memory in stock market volatility
    • Bollerslev, T., H. O. Mikkelsen. 1996. Modeling and pricing long-memory in stock market volatility. J. Econometrics 73 151-184.
    • (1996) J. Econometrics , vol.73 , pp. 151-184
    • Bollerslev, T.1    Mikkelsen, H.O.2
  • 11
    • 0002691865 scopus 로고    scopus 로고
    • Long-term equity anticipation securities and stock market volatility dynamics
    • Bollerslev, T., H. O. Mikkelsen. 1999. Long-term equity anticipation securities and stock market volatility dynamics. J. Econometrics 92 75-99.
    • (1999) J. Econometrics , vol.92 , pp. 75-99
    • Bollerslev, T.1    Mikkelsen, H.O.2
  • 12
    • 34848900983 scopus 로고
    • ARCH modelling in finance: A review of the theory and empirical evidence
    • Bollerslev, T., R. Chou, K. Kroner. 1992. ARCH modelling in finance: A review of the theory and empirical evidence. J. Econometrics 52 5-59.
    • (1992) J. Econometrics , vol.52 , pp. 5-59
    • Bollerslev, T.1    Chou, R.2    Kroner, K.3
  • 13
    • 70350121603 scopus 로고
    • ARCH models
    • R. Engle, D. McFadden, eds. Elsevier, Amsterdam, The Netherlands
    • Bollerslev, T., R. Engle, D. Nelson. 1994. ARCH models. R. Engle, D. McFadden, eds. Handbook of Econometrics, Vol. IV. Elsevier, Amsterdam, The Netherlands.
    • (1994) Handbook of Econometrics , vol.4
    • Bollerslev, T.1    Engle, R.2    Nelson, D.3
  • 14
    • 84935806911 scopus 로고
    • A capital asset pricing model with time-varying covariances
    • Bollerslev, T., R. Engle, J. Wooldridge. 1988. A capital asset pricing model with time-varying covariances. J. Political Econom. 96 116-131.
    • (1988) J. Political Econom. , vol.96 , pp. 116-131
    • Bollerslev, T.1    Engle, R.2    Wooldridge, J.3
  • 16
    • 23844449600 scopus 로고
    • The pricing of contingent daims in discrete-time models
    • Brennan, M. 1979. The pricing of contingent daims in discrete-time models. J. Finance 34 53-68.
    • (1979) J. Finance , vol.34 , pp. 53-68
    • Brennan, M.1
  • 17
    • 43549117863 scopus 로고
    • No news is good news: An asymmetric model of changing volatility in stock returns
    • Campbell, J., L. Hentschel. 1992. No news is good news: An asymmetric model of changing volatility in stock returns. J. Financial Econom. 31 281-318.
    • (1992) J. Financial Econom. , vol.31 , pp. 281-318
    • Campbell, J.1    Hentschel, L.2
  • 19
    • 0034196104 scopus 로고    scopus 로고
    • A study towards a unified approach to the joint estimation of objective and risk neutral measures for the purpose of option valuation
    • Chernov, M, E. Ghysels. 2000. A study towards a unified approach to the joint estimation of objective and risk neutral measures for the purpose of option valuation. J. Financial Econom. 56 407-458.
    • (2000) J. Financial Econom. , vol.56 , pp. 407-458
    • Chernov, M.1    Ghysels, E.2
  • 20
    • 1842759785 scopus 로고    scopus 로고
    • The importance of the loss function in option valuation
    • Christoffersen, P., K. Jacobs. 2004. The importance of the loss function in option valuation. J. Financial Econom. 72 291-318.
    • (2004) J. Financial Econom. , vol.72 , pp. 291-318
    • Christoffersen, P.1    Jacobs, K.2
  • 22
    • 0008164423 scopus 로고    scopus 로고
    • Reconsidering the continuous time limit of the GARCH(1,1) process
    • Corradi, V. 2000. Reconsidering the continuous time limit of the GARCH(1,1) process. J. Econometrics 96 145-153.
    • (2000) J. Econometrics , vol.96 , pp. 145-153
    • Corradi, V.1
  • 23
    • 0002733510 scopus 로고
    • Stock market volatility and the information content of stock index options
    • Day, T., C. Lewis. 1992. Stock market volatility and the information content of stock index options. J. Econometrics 52 267-287.
    • (1992) J. Econometrics , vol.52 , pp. 267-287
    • Day, T.1    Lewis, C.2
  • 24
    • 0002515210 scopus 로고
    • Riding on the smile
    • Derman, E., I. Kani. 1994. Riding on the smile. Risk 7 32-59.
    • (1994) Risk , vol.7 , pp. 32-59
    • Derman, E.1    Kani, I.2
  • 26
    • 0041059062 scopus 로고
    • A long memory property of stock market returns and a new model
    • Ding, Z., C. Granger, R. Engle. 1993. A long memory property of stock market returns and a new model. J. Empirical Finance 1 83-106.
    • (1993) J. Empirical Finance , vol.1 , pp. 83-106
    • Ding, Z.1    Granger, C.2    Engle, R.3
  • 28
    • 0002567184 scopus 로고
    • The GARCH option pricing model
    • Duan, J.-C. 1995. The GARCH option pricing model. Math. Finance 513-32.
    • (1995) Math. Finance , vol.5 , pp. 13-32
    • Duan, J.-C.1
  • 29
    • 0002407914 scopus 로고    scopus 로고
    • Cracking the smile
    • Duan, J.-C. 1996. Cracking the smile. Risk 9 55-59.
    • (1996) Risk , vol.9 , pp. 55-59
    • Duan, J.-C.1
  • 30
    • 0002229006 scopus 로고    scopus 로고
    • Augmented GARCH(p,q) process and its diffusion limit
    • Duan, J.-C. 1997. Augmented GARCH(p,q) process and its diffusion limit. J. Econometrics 79 97-127.
    • (1997) J. Econometrics , vol.79 , pp. 97-127
    • Duan, J.-C.1
  • 32
    • 0032154736 scopus 로고    scopus 로고
    • Empirical martingale simulation for asset prices
    • Duan, J.-C., J.-G. Simonato. 1998. Empirical martingale simulation for asset prices. Management Sci. 44 1218-1233.
    • (1998) Management Sci. , vol.44 , pp. 1218-1233
    • Duan, J.-C.1    Simonato, J.-G.2
  • 33
    • 0345923875 scopus 로고    scopus 로고
    • Implied volatility functions: Empirical tests
    • Dumas, B., J. Fleming, R. Whaley. 1998. Implied volatility functions: Empirical tests. J. Finance 53 2059-2106.
    • (1998) J. Finance , vol.53 , pp. 2059-2106
    • Dumas, B.1    Fleming, J.2    Whaley, R.3
  • 34
    • 0002004145 scopus 로고
    • Pricing with a smile
    • Dupire, B. 1994. Pricing with a smile. Risk 7 18-20.
    • (1994) Risk , vol.7 , pp. 18-20
    • Dupire, B.1
  • 35
    • 0000051984 scopus 로고
    • Autoregressive conditional heteroskedasticity with estimates of the variance of UK inflation
    • Engle, R. 1982. Autoregressive conditional heteroskedasticity with estimates of the variance of UK inflation. Econometrica 50 987-1008.
    • (1982) Econometrica , vol.50 , pp. 987-1008
    • Engle, R.1
  • 36
    • 0000788747 scopus 로고
    • Implied ARCH models from options prices
    • Engle, R., C. Mustafa. 1992. Implied ARCH models from options prices. J. Econometrics 52 289-311.
    • (1992) J. Econometrics , vol.52 , pp. 289-311
    • Engle, R.1    Mustafa, C.2
  • 37
    • 84993924525 scopus 로고
    • Measuring and testing the impact of news on volatility
    • Engle, R., V. Ng. 1993. Measuring and testing the impact of news on volatility. J. Finance 48 1749-1778.
    • (1993) J. Finance , vol.48 , pp. 1749-1778
    • Engle, R.1    Ng, V.2
  • 38
    • 0000851460 scopus 로고
    • Arbitrage valuation of variance forecasts with simulated options
    • Engle, R., C.-S. Hong, A. Kane, J. Noh. 1993. Arbitrage valuation of variance forecasts with simulated options. Adv. Futures Options Res. 6 393-415.
    • (1993) Adv. Futures Options Res. , vol.6 , pp. 393-415
    • Engle, R.1    Hong, C.-S.2    Kane, A.3    Noh, J.4
  • 39
    • 2942726323 scopus 로고    scopus 로고
    • Do stock prices and volatility jump? Reconciling evidence from spot and option prices
    • Eraker, B. 2004. Do stock prices and volatility jump? Reconciling evidence from spot and option prices. J. Finance 59 1367-1403.
    • (2004) J. Finance , vol.59 , pp. 1367-1403
    • Eraker, B.1
  • 41
    • 0032391106 scopus 로고    scopus 로고
    • A note on hedging in ARCH and stochastic volatility option pricing models
    • Garcia, R., E. Renault. 1998. A note on hedging in ARCH and stochastic volatility option pricing models. Math. Finance 8 153-161.
    • (1998) Math. Finance , vol.8 , pp. 153-161
    • Garcia, R.1    Renault, E.2
  • 42
    • 84993601065 scopus 로고
    • On the relation between the expected value and the volatility of the nominal excess return on stocks
    • Glosten, L., R. Jagannathan, D. Runkle. 1993. On the relation between the expected value and the volatility of the nominal excess return on stocks. J. Finance 48 1779-1801.
    • (1993) J. Finance , vol.48 , pp. 1779-1801
    • Glosten, L.1    Jagannathan, R.2    Runkle, D.3
  • 43
    • 0042708532 scopus 로고    scopus 로고
    • Discrete time option pricing with flexible volatility estimation
    • Hardle, W., C. Hafner. 2000. Discrete time option pricing with flexible volatility estimation. Finance Stochastics 4 189-207.
    • (2000) Finance Stochastics , vol.4 , pp. 189-207
    • Hardle, W.1    Hafner, C.2
  • 44
    • 58149364937 scopus 로고
    • All in the family: Nesting symmetric and asymmetric GARCH models
    • Hentschel, L. 1995. All in the family: Nesting symmetric and asymmetric GARCH models. J. Financial Econom. 39 71-104.
    • (1995) J. Financial Econom. , vol.39 , pp. 71-104
    • Hentschel, L.1
  • 45
    • 0037836721 scopus 로고
    • A closed-form solution for options with stochastic volatility with applications to bond and currency options
    • Heston, S. 1993. A closed-form solution for options with stochastic volatility with applications to bond and currency options. Rev. Financial Stud. 6 327-343.
    • (1993) Rev. Financial Stud. , vol.6 , pp. 327-343
    • Heston, S.1
  • 46
    • 0034375561 scopus 로고    scopus 로고
    • A closed-form GARCH option pricing model
    • Heston, S., S. Nandi. 2000. A closed-form GARCH option pricing model. Rev. Financial Stud. 13 585-626.
    • (2000) Rev. Financial Stud. , vol.13 , pp. 585-626
    • Heston, S.1    Nandi, S.2
  • 48
    • 84977709229 scopus 로고
    • The pricing of options with stochastic volatilities
    • Hull, J., A. White. 1987. The pricing of options with stochastic volatilities. J. Finance 42 281-300.
    • (1987) J. Finance , vol.42 , pp. 281-300
    • Hull, J.1    White, A.2
  • 49
    • 4944234408 scopus 로고    scopus 로고
    • Testing option pricing models with stochastic volatility, random jump and stochastic interest rate-Open the "black box"
    • University of Groningen, Groningen, The Netherlands
    • Jiang, G. 1998. Testing option pricing models with stochastic volatility, random jump and stochastic interest rate-Open the "black box". Working paper, University of Groningen, Groningen, The Netherlands.
    • (1998) Working Paper
    • Jiang, G.1
  • 50
    • 0000592560 scopus 로고
    • Option pricing when the variance is changing
    • Johnson, H. E., D. Shanno. 1987. Option pricing when the variance is changing. J. Finan. Quant. Anal. 22 143-151.
    • (1987) J. Finan. Quant. Anal. , vol.22 , pp. 143-151
    • Johnson, H.E.1    Shanno, D.2
  • 51
    • 0242557093 scopus 로고    scopus 로고
    • The dynamics of stochastic volatility: Evidence from underlying and options markets
    • Jones, C. 2003. The dynamics of stochastic volatility: Evidence from underlying and options markets. J. Econometrics 116 181-224.
    • (2003) J. Econometrics , vol.116 , pp. 181-224
    • Jones, C.1
  • 52
    • 84993915193 scopus 로고
    • Predicting volatility in the foreign exchange market
    • Jorion, P. 1995. Predicting volatility in the foreign exchange market. J. Finance 50 507-528.
    • (1995) J. Finance , vol.50 , pp. 507-528
    • Jorion, P.1
  • 53
    • 21144472851 scopus 로고
    • Forecasting stock return variance: Towards an understanding of stochastic implied volatilities
    • Lamoureux, C., W. Lastrapes. 1993. Forecasting stock return variance: Towards an understanding of stochastic implied volatilities. Rev. Financial Stud. 5 293-326.
    • (1993) Rev. Financial Stud. , vol.5 , pp. 293-326
    • Lamoureux, C.1    Lastrapes, W.2
  • 54
    • 1842713110 scopus 로고    scopus 로고
    • News arrival, jump dynamics and volatility components for individual stock returns
    • Maheu, J., T. McCurdy. 2004. News arrival, jump dynamics and volatility components for individual stock returns. J. Finance 59 755-779.
    • (2004) J. Finance , vol.59 , pp. 755-779
    • Maheu, J.1    McCurdy, T.2
  • 55
    • 0005618944 scopus 로고
    • Pricing foreign currency options with stochastic volatility
    • Melino, A., S. Turnbull. 1990. Pricing foreign currency options with stochastic volatility. J. Econometrics 45 239-265.
    • (1990) J. Econometrics , vol.45 , pp. 239-265
    • Melino, A.1    Turnbull, S.2
  • 56
    • 0001487603 scopus 로고    scopus 로고
    • How important is the correlation between returns and volatility in a stochastic volatility model? Empirical evidence from pricing and hedging in the S&P 500 Index options market
    • Nandi, S. 1998. How important is the correlation between returns and volatility in a stochastic volatility model? Empirical evidence from pricing and hedging in the S&P 500 Index options market. J. Banking Finance 22 589-610.
    • (1998) J. Banking Finance , vol.22 , pp. 589-610
    • Nandi, S.1
  • 57
    • 0000641348 scopus 로고
    • Conditional heteroskedasticity in asset returns: A new approach
    • Nelson, D. 1990. Conditional heteroskedasticity in asset returns: A new approach. Econometrica 59 347-370.
    • (1990) Econometrica , vol.59 , pp. 347-370
    • Nelson, D.1
  • 58
    • 0002447828 scopus 로고
    • Asymptotic filtering theory for univariate ARCH models
    • Nelson, D., D. Foster. 1994. Asymptotic filtering theory for univariate ARCH models. Econometrica 62 1-41.
    • (1994) Econometrica , vol.62 , pp. 1-41
    • Nelson, D.1    Foster, D.2
  • 59
    • 0002011215 scopus 로고
    • Forecasting volatility and option prices of the S&P 500 index
    • Noh, J., R. Engle, A. Kane. 1994. Forecasting volatility and option prices of the S&P 500 Index. J. Derivatives 2 17-30.
    • (1994) J. Derivatives , vol.2 , pp. 17-30
    • Noh, J.1    Engle, R.2    Kane, A.3
  • 60
    • 45149141217 scopus 로고
    • Alternative models for conditional stock volatility
    • Pagan, A., G. W. Schwert. 1990. Alternative models for conditional stock volatility. J. Econometrics 45 267-290.
    • (1990) J. Econometrics , vol.45 , pp. 267-290
    • Pagan, A.1    Schwert, G.W.2
  • 61
    • 10644241710 scopus 로고    scopus 로고
    • The jump-risk premia implicit in options: Evidence from an integrated time-series study
    • Pan, J. 2002. The jump-risk premia implicit in options: Evidence from an integrated time-series study. J. Financial Econom. 63 3-50.
    • (2002) J. Financial Econom. , vol.63 , pp. 3-50
    • Pan, J.1
  • 62
    • 0002134270 scopus 로고    scopus 로고
    • Econometric models of option pricing errors
    • D. Kreps, K. Wallis, eds. Econometric Society Monographs, No. 28. Cambridge University Press, Cambridge, New York, and Melbourne
    • Renault, E. 1997. Econometric models of option pricing errors. D. Kreps, K. Wallis, eds. Advances in Economics and Econometrics: Theory and Applications: Seventh World Congress, Vol. 3. Econometric Society Monographs, No. 28. Cambridge University Press, Cambridge, New York, and Melbourne, 223-278.
    • (1997) Advances in Economics and Econometrics: Theory and Applications: Seventh World Congress , vol.3 , pp. 223-278
    • Renault, E.1
  • 63
    • 0009081815 scopus 로고    scopus 로고
    • Pricing options under generalized GARCH and stochastic volatility processes
    • Ritchken, P., R. Trevor. 1999. Pricing options under generalized GARCH and stochastic volatility processes. J. Finance 54 377-402.
    • (1999) J. Finance , vol.54 , pp. 377-402
    • Ritchken, P.1    Trevor, R.2
  • 64
    • 0016997122 scopus 로고
    • The valuation of uncertain income streams and the pricing of options
    • Rubinstein, M. 1976. The valuation of uncertain income streams and the pricing of options. Bell. J. Econom. 7 407-425.
    • (1976) Bell. J. Econom. , vol.7 , pp. 407-425
    • Rubinstein, M.1
  • 65
    • 84977707955 scopus 로고
    • Why does stock market volatility change over time?
    • Schwert, G. W. 1989. Why does stock market volatility change over time? J. Finance 44 1115-1153.
    • (1989) J. Finance , vol.44 , pp. 1115-1153
    • Schwert, G.W.1
  • 66
    • 24944554085 scopus 로고
    • Option pricing when the variance changes randomly: Theory, estimators and applications
    • Scott, L. 1987. Option pricing when the variance changes randomly: Theory, estimators and applications. J. Financial Quant. Anal. 22 419-438.
    • (1987) J. Financial Quant. Anal. , vol.22 , pp. 419-438
    • Scott, L.1
  • 67
    • 0002644952 scopus 로고
    • Maximum likelihood specification of misspecified models
    • White, H. 1982. Maximum likelihood specification of misspecified models. Econometrica 50 1-25.
    • (1982) Econometrica , vol.50 , pp. 1-25
    • White, H.1
  • 68
    • 45949112947 scopus 로고
    • Option values under stochastic volatility: Theory and empirical evidence
    • Wiggins, J. B. 1987. Option values under stochastic volatility: Theory and empirical evidence. J. Financial Econom. 19 351-372.
    • (1987) J. Financial Econom. , vol.19 , pp. 351-372
    • Wiggins, J.B.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.