A continuous time random walk model for financial distributions
arXiv:cond-mat/0210513 · doi:10.1103/PhysRevE.67.021112
Abstract
We apply the formalism of the continuous time random walk to the study of financial data. The entire distribution of prices can be obtained once two auxiliary densities are known. These are the probability densities for the pausing time between successive jumps and the corresponding probability density for the magnitude of a jump. We have applied the formalism to data on the US dollar/Deutsche Mark future exchange, finding good agreement between theory and the observed data.
14 pages, 5 figures, revtex4, submitted for publication
References in corpus (5)
- Scaling of the distribution of fluctuations of financial market indices
- Scaling of the distribution of price fluctuations of individual companies
- Fractional calculus and continuous-time finance II: the waiting-time distribution
- Long-Tailed Trapping Times and Levy Flights in a Self-Organized Critical Granular System
- A dynamical model describing stock market price distributions
Cited by in corpus (60)
- The origin of bursts and heavy tails in human dynamics
- Modeling bursts and heavy tails in human dynamics
- Multifractal analysis of financial markets
- Impact of non-Poisson activity patterns on spreading processes
- The Anatomy of a Scientific Rumor
- Uncoupled continuous-time random walks: Solution and limiting behavior of the master equation
- Role of Activity in Human Dynamics
- Common Scaling Patterns in Intertrade Times of U. S. Stocks
- Bursty Human Dynamics
- Exact results for the Barabasi model of human dynamics
- Monotonous continuous-time random walks with drift and stochastic reset events
- The Continuous Time Random Walk, still trendy: Fifty-year history, state of art, and outlook
- Modeling Human Dynamics with Adaptive Interest
- A Gillespie algorithm for non-Markovian stochastic processes
- The continuous time random walk formalism in financial markets
- Scaling in the distribution of intertrade durations of Chinese stocks
- Continuous-time random walks with reset events: Historical background and new perspectives
- Waiting times between orders and trades in double-auction markets
- Heavy-tailed statistics in short-message communication
- Detrended fluctuation analysis of intertrade durations
- Long-term correlations and multifractal nature in the intertrade durations of a liquid Chinese stock and its warrant
- Aging power spectrum of membrane protein transport and other subordinated random walks
- Power law for the calm-time interval of price changes
- Continuous time random walks under power-law resetting
- A model for interevent times with long tails and multifractality in human communications: An application to financial trading
- The distribution of first-passage times and durations in FOREX and future markets
- Scaling and data collapse for the mean exit time of asset prices
- Non-independent continuous time random walks
- Homogeneous temporal activity patterns in a large online communication space
- Multifractal cross-correlations of bitcoin and ether trading characteristics in the post-COVID-19 time
- Extreme times in financial markets
- Anomalous diffusions induced by enhancement of memory
- Stochastic volatility of financial markets as the fluctuating rate of trading: an empirical study
- WaveNet-Based Deep Neural Networks for the Characterization of Anomalous Diffusion (WADNet)
- Semantic Segmentation of Anomalous Diffusion Using Deep Convolutional Networks
- Anomalous dynamical scaling determines universal critical singularities
- Asymptotic solutions of decoupled continuous-time random walks with superheavy-tailed waiting time and heavy-tailed jump length distributions
- The CTRW in finance: Direct and inverse problems with some generalizations and extensions
- Activity autocorrelation in financial markets. A comparative study between several models
- Subdiffusion via Disordered Quantum Walks
- Mean Exit Time and Survival Probability within the CTRW Formalism
- The role of optimization in the human dynamics of tasks execution
- Scaling and memory in the non-poisson process of limit order cancelation
- Machine Learning Analysis of Anomalous Diffusion
- Empirical properties of inter-cancellation durations in the Chinese stock market
- Renewal equations for option pricing
- Limiting distributions of continuous-time random walks with superheavy-tailed waiting times
- Intra-day variability of the stock market activity versus stationarity of the financial time series
- Parrondo-like behavior in continuous-time random walks with memory
- Exit times in non-Markovian drifting continuous-time random walk processes
- Simulation of the continuous-time random walk using subordination schemes
- On properties of Continuous-Time Random Walks with Non-Poissonian jump-times
- Directed Continuous-Time Random Walk with memory
- Long Memory in Stock Trading
- Anomalous diffusion in quantum system driven by heavy-tailed stochastic processes
- A numerical recipe for the computation of stationary stochastic processes' autocorrelation function
- Perpetual American options within CTRW's
- Modeling non-stationarities in high-frequency financial time series
- Survival probability of random walks leaping over traps
- Fat tails, long memory, maturity and ageing in open-source software projects