Scaling in stock market data: stable laws and beyond
arXiv:cond-mat/9705087
Abstract
The concepts of scale invariance, self-similarity and scaling have been fruitfully applied to the study of price fluctuations in financial markets. After a brief review of the properties of stable Levy distributions and their applications to market data we indicate the shortcomings of such models and describe the truncated Levy flight as an alternative model for price movements. Furthermore, studying the dependence structure of the price increments shows that while their autocorrelation function decreases rapidly to zero, the correlation of their squares and absolute values shows a slow power law decay, indicating persistence in the scale of fluctuations, a property which can be related to the anomalous scaling of the kurtosis. In the last section we review, in the light of these empirical facts, recent attempts to draw analogies between scaling in financial markets and in turbulent flows.
Lecture given at Les Houches Workshop on Scale Invariance (March 1997). Plain TEX file, macros included. 11 pages, including 7 postscript figures
Cited by in corpus (16)
- Multifractal analysis of financial markets
- A Langevin Approach to Stock Market Fluctuations and Crashes
- The leverage effect in financial markets: retarded volatility and market panic
- Price fluctuations from the order book perspective - empirical facts and a simple model
- Apparent multifractality in financial time series
- Bubbles, crashes and intermittency in agent based market models
- Consentaneous agent-based and stochastic model of the financial markets
- Quantitative law describing market dynamics before and after interest-rate change
- VaR-Efficient Portfolios for a Class of Super- and Sub-Exponentially Decaying Assets Return Distributions
- Elements for a Theory of Financial Risks
- Stochastic Calculus for Assets with Non-Gaussian Price Fluctuations
- Variable Step Random Walks and Self-Similar Distributions
- Scaling, stability and distribution of the high-frequency returns of the IBEX35 index
- The Problem of Calibrating an Agent-Based Model of High-Frequency Trading
- From turbulence to financial time series
- The Normal-Generalised Gamma-Pareto process: A novel pure-jump Lévy process with flexible tail and jump-activity properties