Equal Risk Option Pricing with Deep Reinforcement Learning

Equal Risk Option Pricing with Deep Reinforcement Learning

Fields Institute via YouTube Direct link

Intro

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1 of 16

Intro

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Equal Risk Option Pricing with Deep Reinforcement Learning

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  1. 1 Intro
  2. 2 Motivation
  3. 3 Hedging-based pricing
  4. 4 Market setup
  5. 5 Self-financing portfolios
  6. 6 Hedging optimization problem
  7. 7 Equal risk price for convex risk measures
  8. 8 Computation of equal risk prices
  9. 9 Policy approximation through a neural network
  10. 10 Sensitivity of prices to the risk measure
  11. 11 Impact of underlying dynamics on equal risk prices
  12. 12 Benchmarking to traditional pricing approaches
  13. 13 Use of options for as hedging instruments
  14. 14 Expected penalties as objective functions
  15. 15 Equal risk pricing and illiquid asset pricing (IFRS 17)
  16. 16 Conclusion

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