Abstract
This chapter reviews in detail the most important and more often cited models proposed in literature to represent the temperature driving process. In this chapter, the strengths and weaknesses of prior studies will be analyzed in order to develop an appropriate model that describes the temperature dynamics and that it can be used in pricing of various temperature derivatives.
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References
Alaton P, Djehince B, Stillberg D (2002) On modelling and pricing weather derivatives. Appl Math Finance 9:1–20
Bali TG (1999) An empirical comparison of continuous time models of the short term interest rate. J Future Markets 7:777–797
Bellini F (2005) The weather derivatives market: modelling and pricing temperature. Ph.D. thesis, University of Lugano, Lugano
Benth FE (2003) On arbitrage-free pricing of weather derivatives based on fractional Brownian motion. Appl Math Finance 10:303–324
Benth FE, Saltyte-Benth J (2005) Stochastic modelling of temperature variations with a view towards weather derivatives. Appl Math Finance 12(1):53–85
Benth FE, Saltyte-Benth J (2007) The volatility of temperature and pricing of weather derivatives. Quant Finance 7(5):553–561
Benth FE, Saltyte-Benth J, Koekebakker S (2007) Putting a price on temperature. Scand J Stat 34:746–767
Benth FE, Saltyte-Benth J, Koekebakker S (2008) Stochastic modelling of electricity and related markets, vol 11, Advance Series on Statistical Science and Applied Probability. World Scientific, Singapore
Bhowan A (2003) Temperature derivatives. University of Wiwatersand, Johannesburg
Bibby BM, Sorensen M (1995) Martingale estimation functions for discretely observed diffusion processes. Bernoulli 1 ((I/II) March/June) 17–39
Box GEP, Jenkins GM (1970) Time series analysis, forecasting and control. Holden-Day, San Francisco
Brockett PL, Wang M, Yang C, Zou H (2006) Portfolio effects and valuation of weather derivatives. Financial Rev 41:55–76
Brody CD, Syroka J, Zervos M (2002) Dynamical pricing of weather derivatives. Quant Finance 2:189–198
Caballero R, Jewson S (2002) Multivariate long-memory modeling of daily surface air temperatures and the valuation of weather derivative portfolios. http://ssrn.com/abstract=405800. Accessed July 2002
Caballero R, Jewson S, Brix A (2002) Long memory in surface air temperature: detection modelling and application to weather derivative valuation. Clim Res 21:127–140
Campbell SD, Diebold FX (2005) Weather forecasting for weather derivatives. J Am Stat Assoc 100:6–16
Cao M, Wei J (1999) Pricing weather derivatives: an equilibrium approach. The Rotman Graduate School of Management, The University of Toronto. http://www.fields.utoronto.ca/programs/cim/financial_math/finance_seminar/99-00/cao_wei.pdf. Accessed 1 Oct 1999
Cao M, Wei J (2000) Pricing the weather. Risk weather risk special report. Energy Power Risk Manage 67–70 (May)
Cao M, Wei J (2003) Weather derivatives: a new class of financial instruments. University of Toronto. http://www.rotman.utoronto.ca/~wei/research/JAI.pdf. Accessed 1 Apr 2003
Cao M, Wei J (2004) Weather derivatives valuation and market price of weather risk. J Future Markets 24(11):1065–1089
Cao M, Li A, Wei J (2004) Watching the weather report. Can Invest Rev Summer 27–33
Carmona R (1999) Calibrating degree day options. In: 3rd seminar on stochastic analysis, random field and applications. Ecole Polytechnique de Lausanne, Ascona, Switzerland (23 September)
Carr P, Geman H, Madan DB (2001) Pricing and hedging in incomplete markets. J Financ Econ 62:131–167
Chan K, Karoly A, Longstaff F, Sanders A (1992) An empirical comparison of alternative models for the short term interest rate. J Finance 3:1209–1226
Davis M (2001) Pricing weather derivatives by marginal value. Quant Finance 1:1–4
Dischel B (1998a) At least: a model for weather risk. Weather risk special report, Energy and Power Risk Management, pp 30–32 (March)
Dischel B (1998b) Black-Scholes won’t do. Weather risk special report, Energy and Power Risk Management, pp 8–9 (October)
Dischel B (1999) Shaping history for weather risk management. Energy Power Risk 12(8):13–15
Dorfleitner G, Wimmer M (2010) The pricing of temperature futures at the Chicago Mercantile Exchange. J Bank Finance. doi:10.1016/j.bankfin.2009.12.004
Dornier F, Queruel M (2000) Caution to the wind. Weather risk special report, Energy Power Risk Management,pp 30–32 (August)
Dubrovsky M, Buchtele J, Zalud Z (2004) High-frequency and low-frequency variability in stochastic daily weather generator and its effect on agricultural and hydrologic modelling. Clim Change 63:145–179
Franses PH, Neele J, van Dijk D (2001) Modeling asymetric volatility in weekly Dutch temperature data. Environ Model Softw 16:37–46
Geman H, Leonardi M-P (2005) Alternative approaches to weather derivatives pricing. Manag Finance 31(6):46–72
Hamisultane H (2006a) Extracting information from the market to price the weather derivatives. http://halshs.archives-ouvertes.fr/docs/00/17/91/89/PDF/weathderiv_extraction.pdf. Accessed Nov 2006
Hamisultane H (2006b) Pricing the weather derivatives in the presence of long memory in temperatures. http://halshs.archives-ouvertes.fr/docs/00/08/87/00/PDF/weathderiv_longmemory.pdf. Accessed May 2006
Hamisultane H (2007) Utility-based pricing of the weather derivatives. http://halshs.archives-ouvertes.fr/docs/00/17/91/88/PDF/weathderiv_utility.pdf. Accessed Sept 2006
Hamisultane H (2008) Which method for pricing weather derivatives ? http://halshs.archives-ouvertes.fr/docs/00/35/58/56/PDF/wpaper0801.pdf. Accessed July 2008
Hull CJ (2003) Option, futures and other derivatives, 5th edn. Prentice Hall, Upper Saddle River
Hull CJ (2005) Fundamentals of futures and options markets, 5th edn. Prentice Hall, Upper Saddle River
Jewson S (2004) Introduction to weather derivative pricing. http://ssrn.com/abstract=557831. Accessed 21 June 2004
Jewson S, Caballero R (2003a) Seasonality in the dynamics of surface air temperature and the pricing of weather derivatives. Meteorol Appl 10(4):377–389
Jewson S, Caballero R (2003b) Seasonality in the statistics of surface air temperature and the pricing of weather derivatives. Meteorol Appl 10(4):367–376
Jewson S, Brix A, Ziehmann C (2005) Weather derivative valuation: the meteorological, statistical, financial and mathematical foundations. Cambridge University Press, Cambridge, UK
Lucas R (1978) Asset Prices in an Exchange Economy. Econometrica 46:1429–1445
McIntyre R, Doherty S (1999) Weather Risk-An example from the UK. Energy and Power Risk Management (June)
Moreno M (2000) Riding the temp. Weather Derivatives, FOW Special Supplement (December)
Mraoua M, Bari D (2007) Temperature stochastic modeling and weather derivatives pricing: empirical study with Moroccan data. Afrika Statistika 2(1):22–43
Oetomo T, Stevenson M (2005) Hot or cold? A comparison of different approaches to the pricing of weather derivatives. J Emerg Market Finance 4(2):101–133
Platen E, West J (2005) A fair pricing approach to weather derivatives. Asia-Pacific Financ Markets 11:23–53
Richards TJ, Manfredo MR, Sanders DR (2004) Pricing weather derivatives. Am J Agric Econ 4(86):1005–1017
Roustant O, Laurent J-P, Bay X, Carraro L (2003a) A bootstrap approach to price uncertainty of weather derivatives. Paper presented at the Ecole des Mines, Sent-Etienner and Ecole ISFA, Villeurbanne, Dec
Roustant O, Laurent J-P, Bay X, Carraro L (2003b) Model risk in the pricing of weather derivatives. Paper presented at the Ecole des Mines, Saint- Etienne and Ecole ISFA, Villeurbanne, Sept
Schiller F, Seidler G, Wimmer M (2008) Temperature models for pricing weather derivatives. http://ssrn.com/abstract=1280826. Accessed 5 Nov 2008
Svec J, Stevenson M (2007) Modelling and forecasting temperature based weather derivatives. Global Finance J 18(2):185–204
Taylor JW, Buizza R (2002) Neural network load forecasting with weather ensemble predictions. IEEE Trans Power Syst 17(3):626–632
Taylor JW, Buizza R (2004) A comparison of temperature density forecasts from GARCH and atmospheric models. J Forecast 23:337–355
Taylor JW, Buizza R (2006) Density forecasting for weather derivative pricing. Int J Forecast 22:29–42
Tol RSJ (1996) Autoregressive conditional heteroscedasticity in daily temperature measurements. Environmetrics 7:67–75
Torro H, Meneu V, Valor E (2003) Single factor stochastic models with seasonality applied to underlying weather derivatives variables. J Risk Finance 4(4):6–17
Turvey CG (2001) The pricing of degree-day weather options. http://ageconsearch.umn.edu/bitstream/34109/1/wp0205.pdf. Accessed Nov 2001
West J (2002) Benchmark pricing of weather derivatives. School of Finance and Economics, University of Technology. http://www.business.uts.edu.au/qfrc/conferences/qmf2002/West_J.pdf. Accessed Dec 2002
Xu W, Odening M, Musshof O (2008) Indifference pricing of weather derivatives. Am J Agric Econ 90(4):979–993
Yoo S (2003) Weather derivatives and seasonal forecast. Department of Applied Economics and Management, Cornell University. http://www.card.iastate.edu/faculty/profiles/bruce_babcock/Shiyong_Yoo_papers/WD_2.pdf. Accessed Jan 2003
Zapranis A, Alexandridis A (2006) Wavelet analysis and weather derivatives pricing. Paper presented at the 5th Hellenic Finance and Accounting Association (HFAA), Thessaloniki, 15–16 Dec
Zapranis A, Alexandridis A (2007) Weather derivatives pricing: modelling the seasonal residuals variance of an Ornstein-Uhlenbeck temperature process with neural networks. In: EANN 2007, Thessaloniki, 29–31 Aug 2007
Zapranis A, Alexandridis A (2008) Modelling temperature time dependent speed of mean reversion in the context of weather derivetive pricing. Appl Math Finance 15(4):355–386
Zapranis A, Alexandridis A (2009a) Modeling and forecasting CAT and HDD indices for weather derivative pricing. In: EANN 2009, London, 27–29 Aug 2009
Zapranis A, Alexandridis A (2009b) Weather derivatives pricing: modelling the seasonal residuals variance of an Ornstein-Uhlenbeck temperature process with neural networks. Neurocomputing 73:37–48
Zeng L (2000a) Pricing weather derivatives. J Risk Finance 1(3):72–78
Zeng L (2000b) Weather derivatives and weather insurance: concept, application and analysis. Bull Am Meteorol Soc 81(9):2075–2082
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Alexandridis, A.K., Zapranis, A.D. (2013). Pricing Approaches of Temperature Derivatives. In: Weather Derivatives. Springer, New York, NY. https://doi.org/10.1007/978-1-4614-6071-8_4
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DOI: https://doi.org/10.1007/978-1-4614-6071-8_4
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