Who Drives the Market? Estimating a Heterogeneous Agent-based Financial Market Model Using a Neural Network Approach
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References listed on IDEAS
- Westerhoff Frank H. & Reitz Stefan, 2003.
"Nonlinearities and Cyclical Behavior: The Role of Chartists and Fundamentalists,"
Studies in Nonlinear Dynamics & Econometrics,
De Gruyter, vol. 7(4), pages 1-15, December.
- Reitz, Stefan & Westerhoff, Frank, 2003. "Nonlinearities and Cyclical Behavior: The Role of Chartists and Fundamentalists," CFS Working Paper Series 2003/10, Center for Financial Studies (CFS).
- Simone Alfarano & Thomas Lux & Friedrich Wagner, 2005. "Estimation of Agent-Based Models: The Case of an Asymmetric Herding Model," Computational Economics, Springer;Society for Computational Economics, vol. 26(1), pages 19-49, August.
- Lux, T. & M. Marchesi, "undated". "Volatility Clustering in Financial Markets: A Micro-Simulation of Interacting Agents," Discussion Paper Serie B 437, University of Bonn, Germany, revised Jul 1998.
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- Lux, Thomas, 2012. "Estimation of an agent-based model of investor sentiment formation in financial markets," Journal of Economic Dynamics and Control, Elsevier, vol. 36(8), pages 1284-1302.
More about this item
Keywordsstock market; heterogeneous agent-based models; indirect estimation; inverse model; trading strategies; chartists; fundamentalists; neural networks;
- C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models
- G12 - Financial Economics - - General Financial Markets - - - Asset Pricing; Trading Volume; Bond Interest Rates
- C45 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Neural Networks and Related Topics
- C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
- C15 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Statistical Simulation Methods: General
NEP fieldsThis paper has been announced in the following NEP Reports:
- NEP-ALL-2009-04-18 (All new papers)
- NEP-CMP-2009-04-18 (Computational Economics)
- NEP-ECM-2009-04-18 (Econometrics)
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