Deep Learning Option Pricing with Market Implied Volatility Surfaces

Lijie Ding, Egang Lu, Kin Cheung

We present a deep learning framework for pricing options based on market-implied volatility surfaces. Using end-of-day S\&P 500 index options quotes from 2018-2023, we construct ar…