Paper: arXiv 2506.03342
Authors: Andreas Celary, Paul Krühner, Zehra Eksi
Abstract
We consider the theory of bond discounts, defined as the difference between the terminal payoff of the contract and its current price. Working in the setting of finite-dimensional realizations in the HJM framework, under suitable notions of no-arbitrage, the admissible discount curves take the form of polynomial, exponential functions. We introduce reproducing kernels that are admissible under no-arbitrage as a tractable regression basis for the estimation problem in calibrating the model to market data. We provide a thorough numerical analysis using real-world treasury data.
Complexity vs Empirical Score
- Math Complexity: 8.0/10
- Empirical Rigor: 6.5/10
- Quadrant: Holy Grail — high math complexity, high empirical rigor
Why this score: The paper provides a strong theoretical contribution by integrating reproducing kernel Hilbert space (RKHS) methods with the HJM discount curve framework under strict NAFLVR no-arbitrage conditions. It combines rigorous functional analysis and measure transformations with an empirical calibration on US Treasury bond data.
Research Flowchart
flowchart TD
A[Goal: Model & calibrate discount curves using RKHS under No-Arbitrage] --> B[Theory: Formulate finite-dimensional HJM framework with polynomial/exponential basis]
B --> C[Methodology: Construct admissible Reproducing Kernels satisfying No-Arbitrage]
D[Input: Real-World Treasury Market Data] --> E[Computation: Perform RKHS regression for model calibration]
C --> E
E --> F[Outcomes: Tractable estimation & validation via numerical analysis]
Cited References (96)
- A primer on reproducing kernel hilbert spaces (2015)
- Parsimonious modeling of yield curves (1987)
- Theory of Reproducing Kernels (1950)
- Function Analysis, Sobolev Spaces and Partial Differential Equations (2010) — link
- A Polynomial in Each Variable Separately is a Polynomial (1961)
- On the role of state variables in interest rates models (2000)
- The dynamics of the forward interest rate curve: A formulation with state variables (1999)
- Factor analysis of the term structure: a probabilistic approach (1992)
and 88 more
- Real Analysis: Modern Techniques and Their Applications (2013) — link
- Regime jumps in electricity prices (2003)
- Regime switches in interest rates (2002)
- Term structure of interest rates with regime shifts (2002)
- A new approach to the economic analysis of nonstationary time series and the business cycle (1989)
- Rational-expectations econometric analysis of changes in regime: An investigation of the term structure of interest rates (1988)
- Axiom of Choice (2006) — link
- Limit Theorems for Stochastic Processes (1987) — link
- A Didactic Note on Affine Stochastic Volatility Models (2006)
- Exact filters for the estimation of the number of transitions of finite-state continuous-time Markov processes (1988) — link
- On the Geometry of Interest Rate Models (2004) — link
- Interest Rate Dynamics and Consistent Forward Rate Curves (1999) — link
- On the construction of finite dimensional realizations for nonlinear forward rate models (2000) — link
- Finite dimensional Markovian realizations for stochastic volatility forward rate models (2002) — link
- Arbitrage Theory in Continuous Time (2004) — link
- On the Existence of Finite-Dimensional Realizations for Nonlinear Forward Rate Models (2001)
- Consistent Variance Curve Models (2006) — link
- A Theory of the Term Structure of Interest Rates (1985)
- A New Perspective on the Fundamental Theorem of Asset Pricing for Large Financial Markets (2016) — link
- A Yield-Factor Model of Interest Rates (1996) — link
- The Term Structure of Interest Rates in a Hidden Markov Setting (2007) — link
- New finite-dimensional filters and smoothers for noisily observed Markov chains (1993) — link
- Pricing regime-switching risk in an HJM interest rate environment (2016) — link
- The Heath-Jarrow-Morton Model with Regime Shifts and Jumps Priced: Fixed Income Modeling (2018) — link
- Finite‐dimensional Realizations of Regime ‐switching HJM Models (2008) — link
- Maximum Likelihood from Incomplete Data via the EM Algorithm (1977)
- Consistency problems for HJM interest rate models (2000)
- Invariant manifolds for weak solutions to stochastic equations (2000) — link
- Stripping the Swiss discount curve using kernel ridge regression (2024) — link
- Invariant manifolds with boundary for jump-diffusions (2014) — link
- Pricing Interest-Rate-Derivative Securities (1990)
- Algebraic Geometry (1977) — link
- Fitting Dynamically Consistent Forward Rate Curves: Algorithm and Comparison (2024) — link
- Machine Learning for Interest Rates: Using Auto-Encoders for the Risk-Neutral Modeling of Yield Curves (2024)
- Semimartingales and Markov Processes (1980) — link
- Numerical Solution of Stochastic Differential Equations (2011) — link
- Finite dimensional realizations for term structure models driven by semimartingales (2005) — link
- Flatness of invariant manifolds for stochastic partial differential equations driven by L ' e vy processes (2019) — link
- Flatness of invariant manifolds for stochastic partial differential equations driven by Lévy processes (2015) — link
- Existence of affine realizations for stochastic partial differential equations driven by L'evy processes (2015) — link
- An alternative approach on the existence of affine realizations for HJM term structure models (2010)
- Term-Structure Models: A Graduate Course (2009) — link
- A General Characterization of One Factor Affine Term Structure Models (2001) — link
- Stripping the Discount Curve - a Robust Machine Learning Approach (2022) — link
- Discount models — → 2306.16871
- Linear-Rational Term Structure Models (2017) — link
- Bond Pricing and the Term Structure of Interest Rates: A New Methodology for Contingent Claims Valuation (1992) — link
- Stochastic PDEs and term structure models (1993)
- Finite dimensional Realizations of Stochastic Equations (2001)
- On the geometry of the term structure of interest rates (2004)
- Existence of Invariant Manifolds for Stochastic Equations in Infinite Dimension (2003) — link
- Term structure modelling for multiple curves with stochastic discontinuities (2020) — link
- Statistics of Random Processes I : General Theory (2013) — link
- Statistics of Random Processes II: Applications (2013) — link
- An equilibrium characterization of the term structure (1977) — link
- An Introduction to the Theory of Reproducing Kernel Hilbert Spaces (2016)
- Martingale Methods in Financial Modelling (1997) — link
- Stochastic Equations in Infinite Dimensions (1992)
- Affine term structure models (2010)
- Markov-modulated affine processes (2022)
- Regime switching affine processes with applications to finance (2020)
- Probability and Measure (2012) — link
- Interest Rate Models: an Infinite Dimensional Stochastic Analysis Perspective (2006) — link
- Regime-switching affine term structures — → 2302.07721
- One-Parameter Semigroups for Linear Evolution Equations (2000) — link
- Maximum likelihood estimation for a multifactor equilibrium model of the term structure of interest rates (1993)
- Markov Processes: Characterization and Convergence (2009) — link
- Regime switching affine processes with applications to finance (2020) — link
- The Market Model of Interest Rate Dynamics (1997)
- The Mathematics of Arbitrage (2006) — link
- Probabilit 'e s et potentiel (1975) — link
- Consistency Problems for Heath-Jarrow-Morton Interest Rate Models (2001) — link
- Exponential-polynomial families and the term structure of interest rates (2000)
- Asymptotic arbitrage in large financial markets (1998) — link
- Optimal portfolios for logarithmic utility (2000) — link
- Markov-modulated affine processes (2022) — link
- A general version of the fundamental theorem of asset pricing (1994) — link
- Flatness of invariant manifolds for stochastic partial differential equations driven by Lévy processes (2015) — link
- Existence of affine realizations for stochastic partial differential equations driven by L 'evy processes (2019) — link
- Stochastic partial differential equations and submanifolds in Hilbert spaces (2014) — link
- Some Refinements of Existence Results for SPDEs Driven by Wiener Processes and Poisson Random Measures (2012) — link
- The stochastic Fubini theorem revisited (2012) — link
- The Tax-Adjusted Yield Curve (1975) — link
- Stochastic Integration and Differential Equations (2005) — link
- Discrete Time Term Structure Theory and Consistent Recalibration Models (2017) — link
- Statistically consistent term structures have affine geometry (2023) — link
- Continuous Martingales and Brownian Motion (1999) — link
- Stochastic invariance and consistency of financial models (2000) — link
2 of 96 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.