The leverage effect in financial markets: retarded volatility and market panic
arXiv:cond-mat/0101120 · doi:10.1103/PhysRevLett.87.228701
Abstract
We investigate quantitatively the so-called leverage effect, which corresponds to a negative correlation between past returns and future volatility. For individual stocks, this correlation is moderate and decays exponentially over 50 days, while for stock indices, it is much stronger but decays faster. For individual stocks, the magnitude of this correlation has a universal value that can be rationalized in terms of a new `retarded' model which interpolates between a purely additive and a purely multiplicative stochastic process. For stock indices a specific market panic phenomenon seems to be necessary to account for the observed amplitude of the effect.
arXiv commentCorrected word inversion in abstract (should read: past returns and future volatility). LaTeX, 12 pp, 2 figures
References in corpus (8)
- Correlations in Economic Time Series
- Modelling fluctuations of financial time series: from cascade process to stochastic volatility model
- Volatility distribution in the S&P500 Stock Index
- Modeling Market Mechanism with Minority Game
- Scaling in stock market data: stable laws and beyond
- Symmetry alteration of ensemble return distribution in crash and rally days of financial markets
- Physicists attempt to scale the ivory towers of finance
- On a universal mechanism for long ranged volatility correlations
Cited by in corpus (78)
- Multifractal analysis of financial markets
- Leverage effect in energy futures
- Correlation, Network and Multifractal Analysis of Global Financial Indices
- Cross-correlation in financial dynamics
- Deep Graph Convolutional Reinforcement Learning for Financial Portfolio Management -- DeepPocket
- Structure of local interactions in complex financial dynamics
- Cross-correlation of long-range correlated series
- Fearless versus Fearful Speculative Financial Bubbles
- Multiple time scales and the exponential Ornstein-Uhlenbeck stochastic volatility model
- Multifractal model of asset returns with leverage effect
- Anti-correlation and subsector structure in financial systems
- The fine-structure of volatility feedback I: multi-scale self-reflexivity
- Risk aversion in economic transactions
- Quantitative approach to multifractality induced by correlations and broad distribution of data
- A correlated stochastic volatility model measuring leverage and other stylized facts
- Carbon-dioxide emissions trading and hierarchical structure in worldwide finance and commodities markets
- First-passage and risk evaluation under stochastic volatility
- Stochastic volatility and leverage effect
- Principal Regression Analysis and the index leverage effect
- Agent-based model with asymmetric trading and herding for complex financial systems
- Agent-based model with multi-level herding for complex financial systems
- Critical comparison of several order-book models for stock-market fluctuations
- Following a Trend with an Exponential Moving Average: Analytical Results for a Gaussian Model
- A comparison between several correlated stochastic volatility models
- Time-reversal asymmetry in financial systems
- Dynamic scaling approach to study time series fluctuations
- Underlying Dynamics of Typical Fluctuations of an Emerging Market Price Index: The Heston Model from Minutes to Months
- Additive-multiplicative stochastic models of financial mean-reverting processes
- VaR-Efficient Portfolios for a Class of Super- and Sub-Exponentially Decaying Assets Return Distributions
- Persistent collective trend in stock markets
- Self-Excited Multifractal Dynamics
- On return-volatility correlation in financial dynamics
- Statistical properties of daily ensemble variables in the Chinese stock markets
- Time-varying properties of asymmetric volatility and multifractality in Bitcoin
- The non-random walk of stock prices: The long-term correlation between signs and sizes
- New approaches in agent-based modeling of complex financial systems
- Fractional derivatives of random walks: Time series with long-time memory
- The Dynamics of Financial Markets -- Mandelbrot's multifractal cascades, and beyond
- Temporal structure and gain/loss asymmetry for real and artificial stock indices
- Dynamics of Bid-ask Spread Return and Volatility of the Chinese Stock Market
- Development of an agent-based speculation game for higher reproducibility of financial stylized facts
- Continuous cascades in the wavelet space as models for synthetic turbulence
- The effect of non-ideal market conditions on option pricing
- Properties of a simple bilinear stochastic model: estimation and predictability
- Memory effect and multifractality of cross-correlations in financial markets
- A detailed heterogeneous agent model for a single asset financial market with trading via an order book
- Spatial and temporal structures of four financial markets in Greater China
- The leverage effect and other stylized facts displayed by Bitcoin returns
- Fear and its implications for stock markets
- The limit order book on different time scales
- Combined Mutiplicative-Heston Model for Stochastic Volatility
- Scaling symmetry, renormalization, and time series modeling
- Understanding Financial Market States Using Artificial Double Auction Market
- How volatilities nonlocal in time affect the price dynamics in complex financial systems
- Probability distribution of returns in the exponential Ornstein-Uhlenbeck model
- A spring-block analogy for the dynamics of stock indexes
- Rising Novelties on Evolving Networks: Recent Behavior Dominant and Non-Dominant Model
- Binary versus non-binary information in real time series: empirical results and maximum-entropy matrix models
- Autoencoding Conditional GAN for Portfolio Allocation Diversification
- Distributions of Historic Market Data - Stock Returns
- Time-scale effects on the gain-loss asymmetry in stock indices
- Conditional dynamics driving financial markets
- A multi-time scale non-Gaussian model of stock returns
- On discrete stochastic processes with long-lasting time dependence
- Best linear forecast of volatility in financial time series
- Option pricing under stochastic volatility: the exponential Ornstein-Uhlenbeck model
- The Reactive Volatility Model
- Stylized facts of the Indian Stock Market
- Optimal Allocation of Trend Following Strategies
- Power-Law Return-Volatility Cross Correlations of Bitcoin
- Are all highly liquid securities within the same class?
- A 2D Levy-flight model for the complex dynamics of real-life financial markets
- A contribution to the systematics of stochastic volatility models
- Forecasting volatility with the multifractal random walk model
- Day of the Week Effect in biotechnology stocks: An Application of the GARCH processes
- Marchenko Pastur type theorem for independent MRW processes: convergence of the empirical spectral measure
- Optimal trend following portfolios
- Modeling non-stationarities in high-frequency financial time series