Non-linear Analysis of Shocks when Financial Markets are Subject to Changes in Regime - Archive ouverte HAL Access content directly
Conference Papers Year : 2004

Non-linear Analysis of Shocks when Financial Markets are Subject to Changes in Regime

Abstract

Violent turbulences are often striking the financial markets and an Index of Market Shocks (IMS) was recently introduced in the attempt of quantifying these turbulences. Regime switching linear models have already been used in modelling the conditional volatility of returns. In this paper we propose a description of the IMS with hybrid models integrating multi-layer perceptrons and hidden Markov chains. After sudying the prediction performance of these models, we focus on the series separation and the index behaviour subject to the hidden states.
Fichier principal
Vignette du fichier
esann_final.pdf (267.64 Ko) Télécharger le fichier
Origin : Files produced by the author(s)
Loading...

Dates and versions

hal-00308477 , version 1 (30-07-2008)

Identifiers

  • HAL Id : hal-00308477 , version 1

Cite

Madalina Olteanu, Joseph Rynkiewicz, Bertrand Maillet. Non-linear Analysis of Shocks when Financial Markets are Subject to Changes in Regime. European Symposium on Artificial Neural Networks, 2004, Bruges, Belgium. pp.87-92. ⟨hal-00308477⟩
69 View
49 Download

Share

Gmail Facebook Twitter LinkedIn More