Paper: arXiv 2601.03215
Authors: Youssef Ouazzani Chahdi, Nathan De Carvalho, Grégoire Szymanski
Abstract
We consider an optimal trading problem under a market impact model with endogenous market resistance generated by a sophisticated trader who (partially) detects metaorders and trades against them to exploit price overreactions induced by the order flow. The model features a concave transient impact driven by a power-law propagator with a resistance term responding to the trader’s rate via a fixed-point equation involving a general resistance function. We derive a (non)linear stochastic Fredholm equation as the first-order optimality condition satisfied by optimal trading strategies. Existence and uniqueness of the optimal control are established when the resistance function is linear, and an existence result is obtained when it is strictly convex using coercivity and weak lower semicontinuity of the associated profit-and-loss functional. We also propose an iterative scheme to solve the nonlinear stochastic Fredholm equation and prove an exponential convergence rate. Numerical experiments confirm this behavior and illustrate optimal round-trip strategies under “buy” signals with various decay profiles and different market resistance specifications.
Complexity vs Empirical Score
- Math Complexity: 9.2/10
- Empirical Rigor: 4.5/10
- Quadrant: Lab Rats — theoretically deep, empirically untested
Why this score: The paper is dense with advanced mathematics, featuring nonlinear stochastic Fredholm equations, coercivity, and weak lower semicontinuity proofs, while empirical validation is limited to conceptual numerical experiments without data, code, or backtest-ready implementation details.
Research Flowchart
flowchart TD
A["Research Goal<br>Find optimal trading strategy<br>under market resistance"] --> B["Model Formulation<br>Concave transient impact &<br>endogenous resistance via fixed-point"]
B --> C["Key Methodology<br>Derive nonlinear stochastic<br>Fredholm equation (optimality)"]
C --> D{"Resistance Function?"}
D --> E["Linear Case"]
D --> F["Strictly Convex Case"]
E --> G["Existence &<br>Uniqueness Proof"]
F --> H["Existence Proof via<br>Coercivity & WLSC"]
G --> I["Iterative Scheme<br>Exponential convergence"]
H --> I
I --> J["Computational Process<br>Numerical experiments<br>Round-trip strategies"]
J --> K["Key Outcomes<br>Validated optimal control &<br>convergence rate"]
Cited References (520)
- Linear operators, part 1: general theory (1988)
- Crossover from linear to square-root market impact (2019)
- "U ber Die P raktische A ufl "o sung von I ntegralgleichungen mit A nwendungen auf R andwertaufgaben (1930)
- Fredholm Approach to Nonlinear Propagator Models — → 2503.04323
- Trading with propagators and constraints: applications to optimal execution and battery storage (2024) — link
- Equilibrium in Functional Stochastic Games with Mean-Field Interaction — → 2306.05433
- Optimal liquidation with signals: the general propagator case (2022)
- Volterra integral and functional equations (1990)
and 512 more
- N onstationarity-extended local W hittle estimation (2007)
- Roughing it up: Including jump components in the measurement, modeling, and forecasting of return volatility (2007)
- Modeling and forecasting realized volatility (2003)
- Affine V olterra processes (2019)
- Multifactor approximation of rough volatility models (2019)
- The characteristic function of G aussian stochastic volatility models: an analytic expression (2022)
- C luster models for earthquakes: R egional comparisons (1976)
- O n large-sample estimation for the mean of a stationary random sequence (1974)
- The leverage effect puzzle: Disentangling sources of bias at high frequency (2013) — link
- High-frequency financial econometrics (2014)
- D irect estimation of equity market impact (2005)
- S tochastic calculus with respect to G aussian processes (2001)
- On the short-time behavior of the implied volatility for jump-diffusion models with stochastic volatility (2007)
- Forward start volatility swaps in rough volatility models (2022) — link
- B asic properties of the multivariate fractional B rownian motion (2012)
- M inimax rate of estimation for invariant densities associated to continuous stochastic differential equations over anisotropic H older classes (2021) — link
- M alliavin calculus for the optimal estimation of the invariant density of discretely observed diffusions in intermediate regime (2022) — link
- O n the nonparametric inference of coefficients of self-exciting jump-diffusion (2022)
- O ptimal convergence rates for the invariant density estimation of jump-diffusion processes (2022)
- E stimation of the invariant density for discretely observed diffusion processes: impact of the sampling and of the asynchronicity (2023)
- T he distribution of realized exchange rate volatility (2001)
- Kolmogorov–Chentsov theorem and differentiability of random fields on manifolds (2014)
- O n bilinear forms in G aussian random variables and T oeplitz matrices (1988)
- A note on hypocoercivity for kinetic equations with heavy-tailed equilibrium (2020)
- Th 'e orie de la sp 'e culation (1900)
- N on-parametric kernel estimation for symmetric H awkes processes. A pplication to high frequency financial data (2012)
- S ome limit theorems for H awkes processes and application to financial statistics (2013)
- M odelling microstructure noise with mutually exciting point processes (2013)
- H awkes model for price and trades high-frequency dynamics (2014)
- Hawkes processes in finance (2015)
- M arket impacts and the life cycle of investors orders (2015)
- F unctional limit theorems for T oeplitz quadratic functionals of continuous time G aussian stationary processes (2015)
- T he mathematical theory of epidemics (1957)
- R ate of convergence for ergodic continuous M arkov processes: L yapunov versus P oincar 'e (2008)
- A nalysis and geometry of M arkov diffusion operators (2014)
- Testing of fractional B rownian motion in a noisy environment (2020)
- A symptotic behavior of the W hittle estimator for the increments of a R osenblatt process (2014)
- U pper bounds for the density of solutions to stochastic differential equations driven by fractional B rownian motions (2014)
- A strong limit theorem for G aussian processes (1956)
- P ricing under rough volatility (2016)
- A regularity structure for rough volatility (2020)
- I dentification of filtered white noises (1998)
- Likelihood-Based Estimation of Rough Stochastic Volatility Models (2022)
- Hybrid scheme for B rownian semistationary processes (2017)
- D ecoupling the short-and long-term behavior of stochastic volatility (2022)
- Market impact with multi-timescale liquidity (2018)
- L ong-memory processes (2013)
- S harp large deviations for the fractional O rnstein– U hlenbeck process (2011)
- T he history of continuous-time econometric models (1993)
- T he non-linear market impact of large trades: E vidence from buy-side order flow (2013)
- A daptive estimation of the stationary density of a stochastic differential equation driven by a fractional B rownian motion (2020)
- L 'e vy processes (1996)
- E stimating the H urst parameter (2007)
- Estimation in models driven by fractional Brownian motion (2008)
- G aussian-type lower bounds for the density of solutions of S DEs driven by fractional B rownian motions (2016)
- C riteria for recurrence and existence of invariant measures for multidimensional diffusions (1978)
- Non-parametric change-point analysis of the volatility (2017)
- C onvergence of P robability M easures (1968)
- P robability and measure (2008)
- The Pricing of Options and Corporate Liabilities (1973) — link
- Quadratic H awkes processes for financial prices (2017)
- Stochastic volatility of volatility in continuous time (2009)
- A GMM approach to estimate the roughness of stochastic volatility (2023)
- Roughing up beta: Continuous versus discontinuous betas and the cross section of expected stock returns (2016)
- M aximum L ikelihood E stimation for H awkes P rocesses with self-excitation or inhibition (2021)
- Nonparametric statistics for stochastic processes: estimation and prediction (2012)
- Fluctuations and response in financial markets: the subtle nature of random price changes (2003)
- H ow markets slowly digest changes in supply and demand (2009)
- P rice I mpact (2010)
- Modelling security market events in continuous time: Intensity based, multivariate point process models (2007)
- Time-varying leverage effects (2012) — link
- T otal variation convergence of the E uler- M aruyama scheme in small time with unbounded drift (2021) — link
- S tability of nonlinear H awkes processes (1996)
- H awkes B ranching P oint P rocesses without A ncestors (2001) — link
- A taste of Pad 'e approximation (1995)
- T ime series: theory and methods (1991)
- S low decay of impact in equity markets (2015)
- P arameter estimation for the discretely observed fractional O rnstein– U hlenbeck process and the Y uima R package (2013)
- A symptotic properties of M LE for partially observed fractional diffusion system (2010)
- E fficient estimation of stable L 'e vy process with symmetric jumps (2018)
- O ne-step estimation for the fractional G aussian noise at high-frequency (2020)
- L ocal asymptotic normality property for fractional G aussian noise under high-frequency observations (2018) — link
- A symptotic equivalence of nonparametric regression and white noise (1996)
- Impact is not just volatility (2019)
- I ntegral inequalities for convex functions of operators on martingales (1972)
- Convex analysis and monotone operator theory in Hilbert spaces (2017)
- Fast hybrid schemes for fractional R iccati equations (rough is not so tough) (2021)
- Stability analysis of spline collocation methods for fractional differential equations (2020)
- O ptimal rates of convergence for deconvolving a density (1988)
- On smoothed probability density estimation for stationary processes (1986)
- D eviation bounds for additive functionals of M arkov processes (2008)
- When frictions are fractional: Rough noise in high-frequency data (2022) — link
- Rate-optimal estimation of mixed semimartingales (2022) — link
- E stimating value-at-risk: a point process approach (2005)
- Estimation of spectral gap for elliptic operators (1997)
- S tochastic integral of divergence type with respect to fractional B rownian motion with H urst parameter \textdollar H \i n(0,\textbackslash frac12)\textdollar (2005)
- F ractional O rnstein- U hlenbeck processes (2003)
- D 'e tection de motifs de d 'e pendance entre neurones (2013)
- M ean-field limit of generalized H awkes processes (2017)
- L A N property for stochastic differential equations driven by fractional B rownian motion of H urst parameter \textdollar H \i n (1/4, 1/2) \textdollar (2018) — link
- A n M -estimator for stochastic differential equations driven by fractional B rownian motion with small H urst parameter (2020)
- A symptotically E fficient E stimation of E rgodic R ough F ractional O rnstein- U hlenbeck P rocess under C ontinuous O bservations (2022) — link
- E xact asymptotics in eigenproblems for fractional B rownian covariance operators (2018)
- E stimation of the H urst parameter from continuous noisy data (2022) — link
- Short-time expansion of characteristic functions in a rough volatility setting with applications (2022) — link
- Statistical inference for rough volatility: Minimax theory (2022)
- Statistical inference for rough volatility: Central limit theorems (2022) — link
- Asymptotic expansions for high-frequency option data — → 2304.12450
- S pectral estimation for diffusions with random sampling times (2016)
- Q uelques espaces fonctionnels associ 'e s `a des processus gaussiens (1993)
- E stimating the parameters of a fractional B rownian motion by discrete variations of its sample paths (2001)
- LAN property for some fractional type Brownian motion (2013)
- A pproximation of stationary solutions of G aussian driven stochastic differential equations (2011)
- Long memory in continuous-time stochastic volatility models (1998)
- Anisotropic adaptive kernel deconvolution (2013)
- N onparametric estimation in fractional S DE (2019)
- A simple approximate long-memory model of realized volatility (2009)
- R enewal in H awkes processes with self-excitation and inhibition (2020)
- The numerical solution of Volterra functional differential equations by Euler’s method (1972)
- Markovian lifts of positive semidefinite affine V olterra-type processes (2019)
- Generalized Feller processes and Markovian lifts of stochastic Volterra processes: the affine case (2020)
- T he M alliavin C alculus and R elated T opics (2006)
- R egularization of differential equations by fractional noise (2002)
- E fficient parameter estimation for self-similar processes (1989) — link
- C orrection: E fficient parameter estimation for self-similar processes (2006)
- Second-order asymptotic expansion for a non-synchronous covariation estimator (2011)
- A symptotic statistical equivalence for scalar ergodic diffusions (2006)
- A symptotic statistical equivalence for ergodic diffusions: the multidimensional case (2007)
- F rom quadratic H awkes processes to super- H eston rough volatility models with Z umbach effect (2021)
- H awkes processes on large networks (2016)
- S tatistical inference versus mean field limit for H awkes processes (2016)
- Sur l’estimation des densit 'e s d’un processus stationnaire `a temps continu (1980)
- S afe and adaptive importance sampling: a mixture approach (2020) — link
- C onsistent deconvolution in density estimation (1989)
- A daptive invariant density estimation for continuous-time mixing M arkov processes under sup-norm risk (2022)
- Long memory and regime switching (2001)
- S imulation of fractional B rownian motion (2004)
- On estimating the diffusion coefficient (1987)
- A fully consistent, minimal model for non-linear market impact (2015)
- Asymptotic behavior of mixed power variations and statistical estimation in mixed models (2013) — link
- Analysis Tools with Applications (2003) — link
- Statistical inference across time scales (2011)
- T he microstructural foundations of leverage effect and rough volatility (2018)
- Perfect hedging in rough H eston models (2018)
- Q uantitative F inance under rough volatility (2018)
- T he characteristic function of rough H eston models (2019)
- R oughening H eston (2019)
- Short-term at-the-money asymptotics under stochastic volatility models (2019)
- T he Z umbach effect under rough H eston (2020)
- M ean field limits for interacting H awkes processes in a diffusive regime (2022)
- O n the optimal rates of convergence for nonparametric deconvolution problems (1991)
- Adaptively local one-dimensional subproblems with application to a deconvolution problem (1993)
- H ow efficiency shapes market impact (2013)
- Quantifying reflexivity in financial markets: Toward a prediction of flash crashes (2012)
- Apparent criticality and calibration issues in the Hawkes self-excited point process model: application to high-frequency financial data (2015)
- W avelet analysis and synthesis of fractional B rownian motion (1992)
- Roughness of the Implied Volatility (2022) — link
- Asymptotics for rough stochastic volatility models (2017)
- Small-time, large-time and $H\to 0$ asymptotics for the Rough H eston model (2019) — link
- The Rough Bergomi model as $H\rightarrow 0$ skew flattening/blow up and non- G aussian rough volatility (2020)
- A bsolute continuity for some one-dimensional processes (2010) — link
- L arge-sample properties of parameter estimates for strongly dependent stationary G aussian time series (1986)
- C entral limit theorems for quadratic forms in random variables having long-range dependence (1987)
- O n tail probabilities for martingales (1975)
- A review of trading cost models: R educing transaction costs (2004)
- Forests, cumulants, martingales (2022)
- Short-dated smile under rough volatility: asymptotics and numerics (2022)
- Consistent estimation for fractional stochastic volatility model under high-frequency asymptotics (2022)
- R ealized volatility with stochastic sampling (2010)
- D iscretization error of stochastic integrals (2011)
- A symptotic analysis for stochastic volatility: martingale expansion (2011)
- S hort-time at-the-money skew and rough fractional volatility (2017)
- A symptotically efficient estimators for self-similar stationary G aussian noises under high frequency observations (2019)
- I s volatility rough? (2019) — link
- Hedging under rough volatility (2021) — link
- Volatility has to be rough (2021)
- I nstitutional investors and stock market volatility (2006)
- H urst index estimation in stochastic differential equations driven by fractional B rownian motion (2020)
- B ernstein-type concentration inequalities for symmetric M arkov processes (2014)
- L arge deviations for the mean-field limit of H awkes processes (2023) — link
- C orrection to B lack– S choles formula due to fractional stochastic volatility (2017)
- D iscretization of stationary solutions of stochastic systems driven by fractional B rownian motion (2009)
- On the martingale property in the rough B ergomi model (2019)
- D econvolution with unknown noise distribution is possible for multivariate signals (2022)
- Weak error rates of numerical schemes for rough volatility (2022) — link
- N o-dynamic-arbitrage and market impact (2010)
- V olatility is rough (2018)
- Affine forward variance models (2019)
- Rational approximation of the rough Heston solution (2019)
- The quadratic rough Heston model and the joint S&P 500/VIX smile calibration problem (2020)
- O n the estimation of the diffusion coefficient for multi-dimensional diffusion processes (1993)
- E stimation of the diffusion coefficient for diffusion processes: random sampling (1994)
- O n the estimation of the diffusion coefficient for multi-dimensional diffusion processes (1993)
- The L 'e vy–Fokker–Planck equation: $\Phi$-entropies and convergence to equilibrium (2008)
- Moment explosions in the rough H eston model (2019)
- R andom attractors for a class of stochastic partial differential equations driven by general additive noise (2011)
- A Top- D own A pproach to M ulti- N ame C redit (2009)
- A top-down approach to multiname credit (2011)
- A symptotic properties of spectral estimates for stationary G aussian processes. (1995)
- O n the trace approximations of products of T oeplitz matrices (2013)
- T he trace problem for T oeplitz matrices and operators and its impact in probability (2014)
- L arge sample inference for long memory processes (2012)
- A central limit theorem for quadratic forms in strongly dependent linear variables and its application to asymptotical normality of W hittle\textquotesingle s estimate (1990)
- Diffusions with measurement errors. I. Local asymptotic normality (2001)
- Diffusions with measurement errors. II. Optimal estimators (2001)
- Stochastic volatility and fractional Brownian motion (2004)
- Estimation of the H urst parameter from discrete noisy data (2007)
- LAMN property for hidden processes: the case of integrated diffusions (2008)
- Local asymptotic mixed normality property for elliptic diffusion: a Malliavin calculus approach (2001)
- LAN property for ergodic diffusions with discrete observations (2002)
- NONPARAMETRIC ESTIMATION OF SCALAR DIFFUSIONS BASED ON LOW FREQUENCY DATA (2004)
- Universal pointwise selection rule in multivariate function estimation (2008)
- S tructural adaptation via-norm oracle inequalities (2009)
- B andwidth selection in kernel density estimation: oracle inequalities and adaptive minimax optimality (2011)
- L earning the smoothness of noisy curves with application to online curve estimation (2022) — link
- I s market impact a measure of the information value of trades? M arket response to liquidity vs. informed metaorders (2015)
- T able of integrals, series, and products (2014)
- Toeplitz forms and their applications (1958)
- Asymptotic solutions of some nonlinear Volterra integral equations (1981)
- L ayerwise systematic scan: D eep B oltzmann machines and beyond (2018)
- C onvergence en loi des H -variations d\textquotesingle un processus gaussien stationnaire sur R (1989)
- New limit formulas for the convolution of a function with a measure and their applications (2008)
- E rgodicity of stochastic differential equations driven by fractional B rownian motion (2005)
- N on- M arkovian processes (2009)
- A characterization of limiting distributions of regular estimates (1970)
- Local asymptotic minimax and admissibility in estimation (1972)
- The H urst roughness exponent and its model-free estimation (2021) — link
- Critical reflexivity in financial markets: a Hawkes process analysis (2013)
- E stimation of all parameters in the fractional O rnstein– U hlenbeck model under discrete observations (2021)
- M ittag- L effler F unctions and T heir A pplications (2011) — link
- P reaveraging-based estimation of quadratic variation in the presence of noise and jumps: theory, implementation, and empirical evidence (2013)
- P oint S pectra of S ome M utually E xciting P oint P rocesses (1971) — link
- S pectra of S ome S elf- E xciting and M utually E xciting P oint P rocesses (1971) — link
- A Cluster P rocess R epresentation of a S elf- E xciting P rocess (1974) — link
- F ast and exact synthesis of stationary multivariate G aussian time series using circulant embedding (2011)
- S ubcritical and supercritical regimes in epidemic models of earthquake aftershocks (2002) — link
- G eometric theory of semilinear parabolic equations (2006)
- Clustering of order arrivals, price impact and trade path optimisation (2006)
- The Cost of Misspecifying Price Impact — → 2306.00599
- Rate of convergence for parametric estimation in a stochastic volatility model (2002)
- A daptive wavelet estimation of the diffusion coefficient under additive error measurements (2012)
- E ssays on the relation between stock price movements and orders (2003)
- Deep hedging under rough volatility (2021)
- I ntegral T ransformations and A nticipative C alculus for F ractional B rownian M otions (2005)
- Analytical solution of the linear fractional differential equation by Adomian decomposition method (2008)
- P arameter estimation for fractional O rnstein– U hlenbeck processes (2010)
- R ate of convergence and asymptotic error distribution of E uler approximation schemes for fractional diffusions (2016)
- P arameter estimation for fractional O rnstein– U hlenbeck processes of general H urst parameter (2017)
- D rift parameter estimation for nonlinear stochastic differential equations driven by fractional B rownian motion (2019)
- Simulating and analyzing order book data: The queue-reactive model (2015)
- P rice manipulation and quasi-arbitrage (2004)
- O ptions futures and other derivatives (2003)
- T he local W hittle estimator of long-memory stochastic volatility (2003)
- Statistical estimation: asymptotic theory (1981)
- Stochastic D ifferential E quations and D iffusion P rocesses (1989)
- On a formula for the product-moment coefficient of any order of a normal frequency distribution in any number of variables (1918)
- Q uadratic variations and estimation of the local H "o lder index of a G aussian process (1997) — link
- A weak solution theory for stochastic V olterra equations of convolution type (2021)
- A symptotic error distributions for the E uler method for stochastic differential equations (1998)
- C alcul stochastique et probl `e mes de martingales (1979)
- Limit Theorems for Stochastic Processes (1987)
- Microstructure noise in the continuous case: the pre-averaging approach (2009)
- L imit theorems for moving averages of discretized processes plus noise (2010)
- M icrostructure noise in the continuous case: A pproximate efficiency of the adaptive pre-averaging method (2015)
- Statistical properties of microstructure noise (2017)
- Rough multifactor volatility for SPX and VIX options (2021) — link
- Large and moderate deviations for stochastic V olterra systems (2022)
- L imit theorems for nearly unstable H awkes processes (2015)
- M arket impact as anticipation of the order flow imbalance (2015)
- Rough fractional diffusions as scaling limits of nearly unstable heavy tailed H awkes processes (2016)
- B ernstein inequality for general M arkov chains (2018) — link
- S tatistical properties of the generalized inverse G aussian distribution (1982) — link
- No-arbitrage implies power-law market impact and rough volatility (2020)
- T oeplitz matrices, translation kernels and a related problem in probability theory (1954)
- S ur le chaos multiplicatif (1985)
- R andom measures, theory and applications (2017)
- Brownian motion and stochastic calculus (1991)
- Fisher information for fractional Brownian motion under high-frequency discrete sampling (2013) — link
- E stimation of diffusion processes from discrete observations (1997)
- Fractional-order Riccati differential equation: analytical approximation and numerical results (2013)
- Theory and applications of fractional differential equations (2006)
- Probability Theory: A Comprehensive Course (2013) — link
- S tatistical analysis of the fractional O rnstein– U hlenbeck type process (2002)
- T he pathwise convergence of approximation schemes for stochastic differential equations (2007)
- W ienersche spiralen und einige andere interessante kurven in hilbertscen raum, cr (doklady) (1940)
- G eometric ergodicity and the spectral gap of non-reversible M arkov chains (2012)
- G eometric stable laws through series representations (1999)
- B ootstrapping W hittle E stimators (2021) — link
- O n some estimators of the H urst index of the solution of S DE driven by a fractional B rownian motion (2016)
- P arameter E stimation in F ractional D iffusion M odels (2017)
- Spectral density of a fractional B rownian process (2013)
- W eak limit theorems for stochastic integrals and stochastic differential equations (1991)
- S tatistical I nference for E rgodic D iffusion P rocesses (2004)
- I dentification of D ynamical S ystems with S mall N oise (1994)
- C ontinuous auctions and insider trading (1985)
- Large bets and stock market crashes (2023)
- F ractional F okker– P lanck E quation with G eneral C onfinement F orce (2020)
- Recursive computation of the invariant distribution of a diffusion (2002)
- Hawkes processes (2015) — link
- Adaptive estimation of a quadratic functional by model selection (2000)
- C ovariance function of vector self-similar processes (2009)
- Some convergence results on quadratic forms for random fields and application to empirical covariances (2011)
- On the asymptotic theory of estimation and testing hypotheses (1956)
- Locally asymptotically normal families of distributions; certain approximations to families of distributions and their use in the theory of estimation and testing hypotheses (1960)
- Asymptotic methods in statistical decision theory (1986)
- Asymptotics in statistics: some basic concepts (2000)
- L imits of experiments (1972)
- General Bernstein-like inequality for additive functionals of Markov chains (2021)
- MULTIVARIATE DENSITY ESTIMATION UNDER SUP-NORM LOSS: ORACLE APPROACH, ADAPTATION AND INDEPENDENCE STRUCTURE (2013)
- S elf- E xciting P oint P rocess M odels of I nsurgency in I raq (2011)
- C hernoff and B erry– E ss 'e en inequalities for M arkov processes (2001)
- The asymptotic solutions of two-term linear fractional differential equations via Laplace transform (2023)
- O n plug-in estimation of long memory models (2005)
- E rror bounds and asymptotic expansions for T oeplitz product functionals of unbounded spectra (2004)
- E xpansions for approximate maximum likelihood estimators of the fractional difference parameter (2005)
- A symptotic theory for maximum likelihood estimation of the memory parameter in stationary G aussian processes (2012)
- M aster curve for price-impact function (2003)
- T he long memory of the efficient market (2004)
- H awkes P rocess K ernel S tructure P arametric S earch with R enormalization F actors (2018) — link
- L A N property for stochastic differential equations with additive fractional noise and continuous time observation (2019)
- A consistent nonparametric density estimator for the deconvolution problem (1989)
- R ough volatility: evidence from option prices (2018)
- Volatility of volatility estimation: central limit theorems for the F ourier transform estimator and empirical study of the daily time series stylized facts (2022) — link
- Volatility of volatility: Estimation and tests based on noisy high frequency data with jumps (2022) — link
- M aximum likelihood estimation in the fractional V asicek model (2017)
- T he power counting theorem for F eynman integrals with massless propagators (1975)
- P arametric estimation for G aussian long-range dependent processes based on the log-periodogram (2000)
- C haracteristic F unctions (1970) — link
- T he exact moments of a ratio of quadratic forms in normal variables (1986)
- Fractional B rownian motions, fractional noises and applications (1968)
- A gent-based models for latent liquidity and concave price impact (2014)
- A theory of passive market impact — → 2412.07461
- Sur les fonctions absolument monotones (1929) — link
- How markets slowly digest changes in supply and demand (2008) — link
- A nomalous impact in reaction-diffusion financial models (2014)
- Turbocharging Monte Carlo pricing for the rough B ergomi model (2018)
- D ensity and gradient estimates for non degenerate B rownian S DEs with unbounded measurable drift (2021) — link
- B ernstein inequality and moderate deviations under strong mixing conditions (2009)
- T ightness criteria for laws of semimartingales (1984) — link
- Wavelets, generalized white noise and fractional integration: the synthesis of fractional B rownian motion (1999)
- Markov chains and stochastic stability (2012)
- Nonlinear Volterra Integral Equations (1971)
- S tochastic C alculus for F ractional B rownian M otion and R elated P rocesses (2008)
- Self-exciting point process modeling of crime (2011) — link
- M arket impact and trading profile of hidden orders in stock markets (2009)
- B roadband log-periodogram regression of time series with long-range dependence (1999)
- M odelling fluctuations of financial time series: from cascade process to stochastic volatility model (2000)
- Between data cleaning and inference: Pre-averaging and robust estimators of the efficient price (2016)
- A symptotic normality of least squares type estimators to stochastic differential equations driven by fractional B rownian motions (2022)
- Galerkin finite element method for nonlinear fractional differential equations (2021)
- A least square-type procedure for parameter estimation in stochastic differential equations with additive fractional noise (2014)
- Ergodic theorems for spatial processes (1979)
- Central and non-central limit theorems for weighted power variations of fractional Brownian motion (2010)
- P ercolation theory of self-exciting temporal processes (2021)
- N ormal A pproximations with M alliavin C alculus: F rom S tein\textquotesingle s M ethod to U niversality (2012)
- O n the absolute continuity of one-dimensional S DEs driven by a fractional B rownian motion (2006)
- S eismicity A nalysis through P oint-process M odeling: A Review (1999) — link
- A nalyzing F unctional C onnectivity U sing a N etwork L ikelihood M odel of E nsemble N eural S piking A ctivity (2005) — link
- Asymptotic solution to a class of nonlinear Volterra integral equations. II (1976)
- A nonlinear integral equation associated with gas absorption in a liquid (1977) — link
- NIST handbook of mathematical functions hardback and CD-ROM (2010)
- Recursive computation of the invariant measure of a stochastic differential equation driven by a L 'e vy process (2008)
- S ub-exponential convergence to equilibrium for G aussian driven S tochastic D ifferential E quations with semi-contractive drift (2020)
- D iffusion in random media (1995)
- On estimation of a probability density function and mode (1962)
- C oncentration inequalities for M arkov chains by M arton couplings and spectral methods (2015)
- F ast, approximate synthesis of fractional G aussian noise for generating self-similar network traffic (1997)
- On Mittag-Leffler functions and related distributions (1990) — link
- I ntegration questions related to fractional B rownian motion (2000)
- A direct approach to the stable distributions (2016) — link
- T he skewed multifractal random walk with applications to option smiles (2002)
- M ore statistical properties of order books and price impact (2003)
- Comparison theorem and estimates for transition probability densities of diffusion processes (2003)
- A representation formula for transition probability densities of diffusions and applications (2004)
- R econciling the G aussian and W hittle likelihood with an application to estimation in the frequency domain (2021)
- S tatistical I nference for F ractional D iffusion P rocesses (2011)
- Continuous Martingales and Brownian Motion (1999)
- Adaptive estimation for H awkes processes; application to genome analysis (2010)
- D iffusion processes and related topics in biology (2013)
- S I R- H awkes: L inking E pidemic M odels and H awkes P rocesses to M odel D iffusions in F inite P opulations (2018) — link
- M easuring and modeling execution cost and risk (2012)
- Log-periodogram regression of time series with long range dependence (1995)
- Gaussian semiparametric estimation of long range dependence (1995)
- T hings we think we know (2019)
- Maximum Likelihood Estimation in Fractional G aussian Stationary and Invertible Processes (2008)
- Estimation of the volatility persistence in a discretely observed diffusion model (2008)
- First order p-variations and Besov spaces (2009) — link
- Deep calibration of the quadratic rough Heston model (2021) — link
- From microscopic price dynamics to multidimensional rough volatility models (2021)
- Remarks on Some Nonparametric Estimates of a Density Function (1956) — link
- A symptotically efficient estimation of a scale parameter in G aussian time series and closed-form expressions for the F isher information (2014)
- On solutions of fractional Riccati differential equations (2017)
- F ractional integrals and derivatives. T heory and A pplications (1993)
- S table N on- G aussian R andom P rocesses: S tochastic M odels with I nfinite V ariance: S tochastic M odeling (2017)
- N on-parametric drift estimation for diffusions from noisy data (2011)
- N on-parametric estimation of the diffusion coefficient from noisy data (2012)
- Penalized nonparametric drift estimation for a multidimensional diffusion process (2013)
- E xact local W hittle estimation of fractional integration (2005)
- Self-similar probability distributions (1976)
- Fractional stochastic volatility model (2021)
- A CLT for second difference estimators with an application to volatility and intensity (2022)
- S mall-diffusion asymptotics for discretely sampled stochastic differential equations (2003)
- D econvolving kernel density estimators (1990)
- I nfinite divisibility of probability distributions on the real line (2004)
- S pectral A nalysis of S ignals (2005) — link
- A daptive invariant density estimation for ergodic diffusions over anisotropic classes (2018)
- Variational Methods: Applications to Nonlinear Partial Differential Equations and H amiltonian Systems (2000)
- Uniform asymptotic normality of the maximum likelihood estimator (1980)
- O n a C onverse to S cheffe\textquotesingle s T heorem (1986) — link
- Volatility puzzle: L ong memory or anti-persistency (2023)
- T he debiased W hittle likelihood (2019)
- Mean-Field Limits for Nearly Unstable Hawkes Processes — → 2501.11648
- A symptotically E fficient E stimation for F ractional B rownian M otion with A dditive N oise (2023)
- A symptotically E fficient E stimation for M ixed F ractional B rownian M otion under H igh- F requency O bservations (2023)
- Optimal estimation of the rough Hurst parameter in additive noise (2024)
- Q uasi- L ikelihood A nalysis of F ractional B rownian M otion with C onstant D rift under H igh- F requency O bservations (2022) — link
- C orrigendum: E rror bounds and asymptotic expansions for T oeplitz product functionals of unbounded spectra (2023)
- S upplementary article to C orrigendum: E rror bounds and asymptotic expansions for T oeplitz product functionals of unbounded spectra\textquotesingle \textquotesingle (2023)
- O n the second order asymptotic efficiency of estimators of G aussian A RM A processes (1983)
- M inimum contrast estimation for spectral densities of stationary processes (1987)
- A symptotic theory of statistical inference for time series (2000)
- J ackknifed W hittle E stimators (2012)
- T rigonometric series with general monotone coefficients (2007)
- Segmentation algorithm for non-stationary compound Poisson processes: With an application to inventory time series of market members in a financial market (2010)
- A nomalous price impact and the critical nature of liquidity in financial markets (2011)
- F ractional F okker– P lanck equation (2015)
- Introduction to Nonparametric Estimation (2009)
- A nalysis of variations for self-similar processes: a stochastic calculus approach (2013)
- S tatistical aspects of the fractional stochastic calculus (2007)
- E stimation for dynamical systems with small noise from discrete observations (2003)
- E stimation for misspecified ergodic diffusion processes from discrete observations (2011)
- A nalysis on W iener space and applications (2010) — link
- D etermining the absolutely continuous component of a probability distribution from its F ourier- S tieltjes transform (1967)
- Asymptotic statistics (2000)
- Scaling laws of strategic behavior and size heterogeneity in agent dynamics (2008)
- The statistical work of lucien le cam (2002)
- W hittle pseudo-maximum likelihood estimation for nonstationary time series (2000)
- T he stochastic F ubini theorem revisited (2012) — link
- T he nonparametric L AN expansion for discretely observed diffusions (2019)
- Modeling and forecasting realized volatility with the fractional O rnstein– U hlenbeck process (2023) — link
- S ome S PD E s/ S DEs driven by fractional noises and their related properties (2022)
- Handbook of Price Impact Modeling (2023)
- E mpirical A nalysis of H igh- F requency F inancial D ata under the R ough F ractional S tochastic V olatility M odel. M aster thesis, E TH Z "u rich. r\ulhttp://www.sigmath.es.osaka-u.ac.jp/\textasciitilde fukasawa/ W estphal2017.pdf (2017)
- H ypothesis testing in time series analysis (1951)
- E stimation and information in stationary time series (1953)
- On estimation of long-memory time series models (1985)
- E stimation for diffusion processes from discrete observation (1992)
- Polynomial type large deviation inequalities and quasi-likelihood analysis for stochastic differential equations (2011)
- A symptotic behavior of M -estimator and related random field for diffusion process (1990)
- B eyond the square root: E vidence for logarithmic dependence of market impact on size and participation rate (2015)
- D ensities for S DEs driven by degenerate \textdollar \alpha \textdollar -stable processes (2014)
- L earning T riggering K ernels for M ulti- D imensional H awkes P rocesses (2013)
- C entral limit theorem for nonlinear H awkes processes (2013) — link
- Nonlinear H awkes processes (2013)
- C R C S tandard M athematical T ables and F ormulae (32 E d.) (2012)
- Limit order books (2016)
- Jumps and stochastic volatility: Exchange rate processes implicit in deutsche mark options (1996)
- Stochastic volatility modeling (2015)
- The rough Hawkes Heston stochastic volatility model (2022)
- Statistical properties of stock order books: empirical results and models (2002)
- Trades, quotes and prices: financial markets under the microscope (2018)
- Measuring market impact and liquidity (2006)
- What type of process underlies options? A simple robust test (2003)
- The fine-structure of volatility feedback I: Multi-scale self-reflexivity (2014)
- A general version of the fundamental theorem of asset pricing (1994)
- The two square root laws of market impact and the role of sophisticated market participants — → 2311.18283
- An empirical comparison of continuous-time models of implied volatility indices (2007)
- Pricing and hedging with smiles (1997)
- Linking vanillas and VIX options: A constrained martingale optimal transport problem (2015)
- Asymptotic analysis for stochastic volatility: martingale expansion (2011)
- Short-time at-the-money skew and rough fractional volatility (2017)
- The volatility surface: a practitioner’s guide (2011)
- Limit order books (2013)
- Queue imbalance as a one-tick-ahead price predictor in a limit order book (2016)
- Volatility is (mostly) path-dependent (2023)
- Optimal portfolio liquidation with limit orders (2012)
- The joint S&P 500/VIX smile calibration puzzle solved (2020)
- Managing smile risk (2002)
- Martingales and arbitrage in multiperiod securities markets (1979)
- Martingales and stochastic integrals in the theory of continuous trading (1981)
- A closed-form solution for options with stochastic volatility with applications to bond and currency options (1993)
- Calibration of local stochastic volatility models to market smiles: A Monte-Carlo approach (2009)
- One-factor interest-rate models and the valuation of interest-rate derivative securities (1993)
- A Consistent Pricing Model for Index Options and Volatility Derivatives (2010)
- Implied volatility: Statics, dynamics, and probabilistic interpretation (2005)
- Limit order strategic placement with adverse selection risk and the role of latency (2017)
- Theory for long memory in supply and demand (2005)
- Theory of rational option pricing (1973)
- ARCH models as diffusion approximations (1990)
- Smiling twice: the Heston++ model (2018)
- Estimation of volatility functionals in the simultaneous presence of microstructure noise and jumps (2009)
- Bayesian inference for Hawkes processes (2013)
- The Model with Uncertainty Zones for Ultra High Frequency Prices and Durations: Applications to Statistical Estimation and Mathematical Finance (2011)
- A new approach for the dynamics of ultra-high-frequency data: The model with uncertainty zones (2011)
- Volatility and covariation estimation when microstructure noise and trading times are endogenous (2012)
- On the microstructural hedging error (2010)
- Liquidity and information in order driven markets (2010)
- Pricing options on realized variance in the Heston model with jumps in returns and volatility (2008)
- The micro-price: a high-frequency estimator of future prices (2018)
- Price impact (2009) — link
- Volatility jumps (2011)
- Why is equity order flow so persistent? (2015)
- Functional analysis, Sobolev spaces and partial differential equations (2011)
- Robust estimation of a location parameter (1992)
- Does the square-root price impact law belong to the strict universal scalings?: quantitative support by a complete survey of the T okyo stock exchange market — → 2411.13965
- Optimal trading strategy and supply/demand dynamics (2013)
- Trading with Concave Price Impact and Impact Decay—Theory and Evidence (2025)
- Optimal execution strategies in limit order books with general shape functions (2010)
- Lifting Energy Markets: From Volatility Modeling to Optimal Trading (2025)
- Weak existence and uniqueness for affine stochastic Volterra equations with $L^1$-kernels (2021)
- Functional analysis (2014)
- Power laws in market microstructure (2024)
8 of 520 cited works are in the corpus; resolved via arXiv source bundles, Semantic Scholar and OpenAlex. Corpus-wide: 2518 linked papers.