Paper: arXiv 2411.04321
Abstract
The Bass Local Volatility Model (Bass-LV), as studied in [“Conze and Henry-Labordere, 2021”], stands out for its ability to eliminate the need for interpolation between maturities. This offers a significant advantage over traditional LV models. However, its performance highly depends on accurate construction of state price densities and the corresponding marginal distributions and efficient numerical convolutions which are necessary when solving the associated fixed point problems. In this paper, we propose a new approach combining local quadratic estimation and lognormal mixture tails for the construction of state price densities. We investigate computational efficiency of trapezoidal rule based schemes for numerical convolutions and show that they outperform commonly used Gauss-Hermite quadrature. We demonstrate the performance of the proposed method, both in standard option pricing models, as well as through a detailed market case study.
Complexity vs Empirical Score
- Math Complexity: 8.5/10
- Empirical Rigor: 7.0/10
- Quadrant: Holy Grail — high math complexity, high empirical rigor
Why this score: The paper is heavily theoretical, involving advanced PDEs, martingale optimal transport, and fixed-point algorithms, while also demonstrating performance with market case studies and detailed numerical comparisons.
Research Flowchart
flowchart TD A["Research Goal<br>Enhance Bass Local Volatility Model<br>for robust and efficient pricing"] --> B["Key Methodology<br>Local Quadratic Estimation<br>Lognormal Mixture Tails"] B --> C["Data Inputs<br>Market Option Data<br>Implied Volatility Surfaces"] C --> D["Computational Processes<br>Numerical Convolution via<br>Trapezoidal Rule"] D --> E["Performance Benchmarking<br>vs. Gauss-Hermite Quadrature"] E --> F["Outcomes<br>Improved State Price Density Construction<br>Superior Computational Efficiency<br>Validated in Equity Derivatives Case Study"] F --> G["Conclusions<br>Trapezoidal method outperforms standard approaches<br>Robust solution for Bass-LV fixed point problems"]
Cited References (40)
- On extracting information implied in options (2007) — link
- Arbitrage-free estimation of the risk-neutral density from the implied volatility smile (2003) — link
- SANOS : Smooth strictly Arbitrage-free Non-parametric Option Surfaces — → 2601.11209
- Convex Volatility Interpolation (2024) — link
- Bass Construction with Multi-Marginals: Lightspeed Computation in a New Local Volatility Model (2021) — link
- Suboptimality of G auss– H ermite quadrature and optimality of the trapezoidal rule for functions with finite smoothness (2023) — link
- Arbitrage-free SVI volatility surfaces (2014) — link
- Error estimates for G auss- L aguerre and G auss- H ermite quadrature formulas (1994) — link
and 32 more
- Calibration of the B ass Local Volatility Model (2025) — link
- Pricing event risk: Evidence from concave implied volatility curves (2021) — link
- The Impact of the F ederal R eserve’s Interest Rate Target Announcement on Stock Prices: A Closer Look at How the Market Impounds New Information (2010) — link
- M 'e moire sur la th 'e orie des d 'e blais et des remblais (1781)
- Pricing with a smile (1994)
- Martingale B enamou– B renier: a probabilistic perspective (2020) — link
- $q$- B ass martingales (2024) — link
- The B ass functional of martingale transport (2025) — link
- Existence of B ass martingales and the martingale B enamou– B renier problem in $\mathbb R ^d$ (2023) — link
- From (Martingale) S chr "o dinger Bridges to a New Class of Stochastic Volatility Model (2019) — link
- Building arbitrage-free implied volatility: S inkhorn’s algorithm and variants (2019) — link
- Computation of optimal transport and related hedging problems via penalization and neural networks (2021) — link
- (Martingale) Optimal Transport and Anomaly Detection with Neural Networks: A Primal-Dual Algorithm (2019) — link
- Robust bounds for forward start options (2012) — link
- Model-independent bounds for option prices—a mass transport approach (2013) — link
- Martingale optimal transport and robust hedging in continuous time (2014) — link
- An explicit martingale version of the one-dimensional B renier theorem (2016) — link
- Model-Free Hedging: A Martingale Optimal Transport Viewpoint (2017) — link
- Local Volatility Calibration by Optimal Transport (2019) — link
- Martingale S chr "o dinger bridges and optimal semistatic portfolios (2023) — link
- A simple and general approach to fitting the discount curve under no-arbitrage constraints (2015) — link
- Reconstructing the unknown local volatility function (2001) — link
- The local volatility surface: Unlocking the information in index option prices (1996) — link
- Implied and Local Volatility Surfaces for S outh A frican Index and Foreign Exchange Options (2015) — link
- Exotic Options and Hybrids: A Guide to Structuring, Pricing and Trading (2010) — link
- Nonparametric estimation of state-price densities implicit in financial asset prices (1998) — link
- Nonparametric Option Pricing Under Shape Restrictions (2003) — link
- How Useful Are Implied Distributions? Evidence from Stock-Index Options (2000) — link
- Risk-Neutral Densities: A Review (2018) — link
- Bounds of probability (1993)
- The Martingale Sinkhorn Algorithm — → 2310.13797
- Skorokhod imbedding via stochastic integrals (1983) — link
2 of 40 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.