piergiacomo sabino, joint work with tommaso pellegrino

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Enhancing Least Squares Monte Carlo with Diffusion Bridges: an Application to Virtual Hydro Power Plants All parameters and values here do not reflect any E.ON view and their calibration in not the focus of this paper Piergiacomo Sabino, joint work with Tommaso Pellegrino E.ON Global Commodities – (CRM) Risk Methods Team October 9 th , 2013

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Enhancing Least Squares Monte Carlo with Diffusion Bridges: an Application to Virtual Hydro Power Plants. All parameters and values here do not reflect any E.ON view and their calibration in not the focus of this paper. Piergiacomo Sabino, joint work with Tommaso Pellegrino - PowerPoint PPT Presentation

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Page 1: Piergiacomo Sabino,  joint work with  Tommaso Pellegrino

Enhancing Least Squares Monte Carlo with Diffusion Bridges: an Application to Virtual Hydro Power Plants

All parameters and values here do not reflect any E.ON view and their calibration in not the focus of this paper

Piergiacomo Sabino, joint work with Tommaso Pellegrino

E.ON Global Commodities – (CRM) Risk Methods Team

October 9th, 2013

Page 2: Piergiacomo Sabino,  joint work with  Tommaso Pellegrino

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Contents

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Original LSMC as per Longstaff-Schwartz

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LSMC for Energy Facilities

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LSMC for Energy Facilities

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LSMC and Path Generation

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Brownian Bridge Construction

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Brownian Bridge Construction

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Brownian Bridge Construction

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Ornstein-Uhlenbeck Bridge

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Time reversal Ito Diffusions vs Exact Simulation

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Numerical Examples: Settings

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A Simple American (European) Call

All parameters and values here do not reflect any E.ON view and their calibration in not the focus of this paper

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Application to VHP and Backward Recursion

All parameters and values here do not reflect any E.ON view and their calibration in not the focus of this paper

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Application to VHP and Backward Recursion

All parameters and values here do not reflect any E.ON view and their calibration in not the focus of this paper

Page 16: Piergiacomo Sabino,  joint work with  Tommaso Pellegrino

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Application to VHP and Backward Recursion

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Application to VHP and Forward Recursion

All parameters and values here do not reflect any E.ON view and their calibration in not the focus of this paper

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Application to VHP and Forward Recursion

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Application to VPS

All parameters and values here do not reflect any E.ON view and their calibration in not the focus of this paper

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Conclusions and Future Studies

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