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A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,341 papers · 148 categories

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48 results for Kinetic equation

Study approximates kinetic VFP in bounded domains using weak compactness.

problem Approximating Vlasov-Fokker-Planck in bounded domains with boundary conditions.
method Weak compactness in weighted Hilbert space, construction of test functions.
result Derives diffusion approximation for Vlasov-Fokker-Planck in bounded domains.

We briefly review results on nonlinear kinetic equation of Boltzmann type which describe the evolution of wealth in a simple agents market. The mathematical structure of the underlying kinetic equations allows to use well-known techniques of wide use in kinetic theory of rarefied gases to obtain information on the proc…

2010-05-27abs ↗pdf ↗

In this paper, we consider a simple kinetic model of economy involving both exchanges between agents and speculative trading. We show that the kinetic model admits non trivial quasi-stationary states with power law tails of Pareto type. In order to do this we consider a suitable asymptotic limit of the model yielding a…

2004-12-21abs ↗pdf ↗

A new model connects stochastic effects to economic inequality.

problem Understanding economic inequality through stochastic effects.
method Introducing stochastic effects into a kinetic model based on Langevin and Fokker-Planck formalisms.
result Positive correlations between Gini index and total wealth indicate growing inequality.

Kinetic theory explains financial Brownian motion from trader dynamics.

problem Understanding financial Brownian motion from high-frequency trading dynamics.
method Deriving time-evolution equations, Bogoliubov-Born-Green-Kirkwood-Yvon hierarchies, Boltzmann-like and Langevin-like equations.
result Mathematical foundation for financial Brownian motion parallels physical Brownian motion.

Exact solution found for two-body financial dealer model using kinetic theory.

problem Finding an exact solution for the two-body financial dealer model.
method Exact master-Liouville equations derived using kinetic theory and probability currents.
result Exact order-book profile and average transaction interval derived.

Kinetic models predict speculators' strategy can affect market prices.

problem Understanding how speculators' behavior affects market prices in a multi-agent exchange system.
method Developed kinetic equations to model interactions between dealers and speculators, using utility functions and mean quantities.
result Speculators' strategy can drive the price of goods towards a zone with marked utility for their group.

In this paper we introduce kinetic equations for the evolution of the probability distribution of two goods among a huge population of agents. The leading idea is to describe the trading of these goods by means of some fundamental rules in price theory, in particular by using Cobb-Douglas utility functions for the bina…

2012-08-29abs ↗pdf ↗

This review introduces methods for modeling and inferring stochastic biochemical kinetics.

problem Challenges in modeling and inferring stochastic biochemical kinetics due to complex dynamics and computational limitations.
method Introduction to modelling concepts, simulation, exact solution methods, approximation methods, and inference methods.
result Efficient approximation and inference methods have been developed to handle the complexity of stochastic biochemical kinetics.

The use of kinetic modelling based on partial differential equations for the dynamics of stock price formation in financial markets is briefly reviewed. The importance of behavioral aspects in market booms and crashes and the role of agents' heterogeneity in emerging power laws for price distributions is emphasized and…

2010-07-09abs ↗pdf ↗

Study on kinetic Langevin diffusions and their couplings, showing subtle TV bounds and new non-Markovian couplings.

problem Understanding and quantifying the TV distance between solutions of kinetic Langevin diffusions with different initial values.
method Established new non-Markovian couplings for kinetic Langevin diffusions, derived from optimal coalescence trajectories, and analyzed their TV bounds.
result No Markovian coupling can capture the asymptotic decay rate of the TV distance between solutions of kinetic Langevin diffusions with different initial values.

Study nonrigid dynamics of unitary groups on Lie groups via kinetic energy metrics.

problem Understanding the dynamics of unitary groups on Lie groups using kinetic energy metrics.
method Least action principle applied to geodesics of the kinetic energy metric on GG.
result Kinetic energy metric on GG is not complete and not invariant.

This paper analyzes how kinetic terms in stock market equations can affect symmetry breaking.

problem Spontaneous symmetry breaking in quantum finance and its impact on stock market dynamics.
method Analyzes the role of kinetic terms in the context of the martingale condition in stock market equations.
result Kinetic terms can shift the effective location of the vacuum state, affecting symmetry breaking patterns.

We introduce and discuss a nonlinear kinetic equation of Boltzmann type which describes the evolution of wealth in a pure gambling process, where the entire sum of wealths of two agents is up for gambling, and randomly shared between the agents. For this equation the analytical form of the steady states is found for va…

2010-02-19abs ↗pdf ↗

A fast method learns plasma collision kernels from simulations, improving kinetic models.

problem Improving kinetic models for plasma dynamics beyond the weakly coupled regime.
method Data-driven collisional operator, fast spectral separation method.
result Accurately captures plasma dynamics in moderately coupled regime.

Rate GENERIC extends thermodynamics principles to non-equilibrium systems.

problem Understanding non-equilibrium thermodynamics and its relation to equilibrium thermodynamics.
method Developed a geometrical framework for rate GENERIC, extending Onsager's variational principle.
result Rate GENERIC structure provides a new perspective on thermodynamics in non-equilibrium systems.

Novel approaches for studying dynamics of Ising models, focusing on kinetic Ising model.

problem Analyzing dynamics of Ising spin glass models on random networks.
method Variational perturbation and extended Plefka approaches to generating functional.
result Extended Plefka expansion outperforms other methods in all regimes.

In this paper we introduce a simple model for a financial market characterized by a single stock or good and an interplay between two different traders populations, chartists and fundamentalists, which determine the price dynamic of the stock. The model has been inspired by the microscopic Lux-Marchesi model (T.Lux, M.…

2010-09-28abs ↗pdf ↗

Koopman models improve molecular kinetics analysis from short off-equilibrium simulations.

problem Estimating molecular kinetics and collective variables from short, non-equilibrium trajectories.
method Koopman operator theory and dynamic mode decomposition (DMD) to extend TICA and VA to non-equilibrium data.
result Variationally optimal equilibrium expectation values and slow collective variables can be computed from short simulations.

In this thesis, we consider the suitability of using the charged cold fluid model in the description of ultra-relativistic beams. The method that we have used is the following. Firstly, the necessary notions of kinetic theory and differential geometry of second order differential equations are explained. Then an averag…

2012-06-19abs ↗pdf ↗

An important class of economic models involve agents whose wealth changes due to transactions with other agents. Several authors have pointed out an analogy with kinetic theory, which describes molecules whose momentum and energy changes due to interactions with other molecules. We pursue this analogy and derive a Bolt…

2012-12-27abs ↗pdf ↗

Modeling high-frequency traders' behavior in financial markets using microscopic dynamics.

problem Capturing the collective motion of high-frequency traders in financial markets.
method Developed a microscopic model based on direct observation of HFTs' trajectories and derived Boltzmann-like and Langevin-like equations.
result First microscopic model validated through data analysis, exhibiting quantitative agreements with empirical results.

Proposes a new method for constrained generative modeling using Langevin dynamics.

problem Challenges in satisfying underlying constraints with score-based generative models.
method Uses kinetic Langevin dynamics with specular reflection to model constraints.
result Demonstrates efficient numerical samplers with optimal convergence rates.

RC flow learns molecular kinetics in low dimensions.

problem Discovering interpretable low-dimensional models of molecular kinetics.
method Normalizing flow for coordinate transformation and Brownian dynamics for kinetics approximation.
result Tractable and trainable model of reduced kinetics in continuous time and space.

Revises mean-field theory of Santa Fe model using kinetic theory.

problem Deriving a solid mathematical foundation for the Santa Fe model.
method Systematic derivation of BBGKY hierarchy from exact master equation.
result Explicit and closed-form solutions for mean-field equations.

The paper extends Vlasov kinetic theory to time-dependent dynamics using cosymplectic and cocontact manifolds.

problem Extending Vlasov kinetic theory to time-dependent dynamics.
method Introducing geometric kinetic theories within cosymplectic and cocontact manifolds.
result Alternative realizations of cosymplectic and cocontact kinetic theories linked via Poisson/momentum maps.

A simplified model shows how wealth distribution can be derived from random exchanges.

problem Understanding wealth inequality and its distribution over time.
method Stylized random exchange model, Markov chain, discrete and continuous stochastic processes, Boltzmann-type kinetic equations.
result Existence of equilibrium distribution in the stylized model.

Statistical evaluations of the economic mobility of a society are more difficult than measurements of the income distribution, because they require to follow the evolution of the individuals' income for at least one or two generations. In micro-to-macro theoretical models of economic exchanges based on kinetic equation…

2015-01-27abs ↗pdf ↗

We study the heat flow in the loop space of a closed Riemannian manifold MM as an adiabatic limit of the Floer equations in the cotangent bundle. Our main application is a proof that the Floer homology of the cotangent bundle, for the Hamiltonian function kinetic plus potential energy, is naturally isomorphic to the h…

2003-04-24abs ↗pdf ↗

We derive a mesoscopic description of the behavior of a simple financial market where the agents can create their own portfolio between two investment alternatives: a stock and a bond. The model is derived starting from the Levy-Levy-Solomon microscopic model (Econ. Lett., 45, (1994), 103--111) using the methods of kin…

2010-09-14abs ↗pdf ↗

CausalKinetiX identifies stable kinetic models from noisy data.

problem Learning stable and predictive kinetic models from noisy data.
method CausalKinetiX framework for identifying structure from discrete time, noisy observations.
result Causal approach improves generalization and prediction in kinetic systems.

We extend Routh's reduction procedure to an arbitrary Lagrangian system (that is, one whose Lagrangian is not necessarily the difference of kinetic and potential energies) with a symmetry group which is not necessarily Abelian. To do so we analyse the restriction of the Euler-Lagrange field to a level set of momentum i…

2008-02-05abs ↗pdf ↗

We introduce a new topological sigma model, whose fields are bundle maps from the tangent bundle of a 2-dimensional world-sheet to a Dirac subbundle of an exact Courant algebroid over a target manifold. It generalizes simultaneously the (twisted) Poisson sigma model as well as the G/G-WZW model. The equations of motion…

2004-11-11abs ↗pdf ↗

In this article, we briefly review the different aspects and applications of kinetic exchange models in economics and sociology. Our main aim is to show in what manner the kinetic exchange models for closed economic systems were inspired by the kinetic theory of gas molecules. The simple yet powerful framework of kinet…

2014-08-06abs ↗pdf ↗