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Bifurcation Precursors to Market Regime Shifts

Article arXiv papers · Author: Sergey Kamenshchikov

Summary

The paper examines transitions between mean-reverting and momentum regimes through two nonlinear mechanisms: slow and fast bifurcations. In the slow case, an evolving equilibrium is preceded by a delay in the loss of stability as a control parameter changes. The authors introduce a single order parameter based on Markov-chain diffusion as a possible precursor. In the fast case, stable and unstable equilibria merge, with a compressed precatastrophic range before the system changes state; diffusion time scaling is presented as a warning signal.

The document says both precursors’ potential was illustrated in a currency-market simulation using a prototype trading system. It does not report performance metrics, identify the currency or simulation setup, or establish that the indicators predict regime changes in live markets. The proposed signals should therefore be understood as model-based precursors whose practical reliability is not established by the available description.

Key ideas

  • The paper models transitions between mean-reverting and momentum behavior using slow and fast bifurcations.
  • A Markov-chain diffusion order parameter is proposed as a precursor to slow transitions.
  • Diffusion time scaling and range compression are presented as possible precursors to fast transitions.
  • The proposed precursors are illustrated through currency-market simulation, without reported live-trading evidence.

Tags

Full text
# Bifurcation patterns of market regime transition


# Bifurcation patterns of market regime transition









In this paper mechanisms of reversion - momentum transition are considered. Two basic nonlinear mechanisms are highlighted: a slow and fast bifurcation. A slow bifurcation leads to the equilibrium evolution, preceded by stability loss delay of a control parameter. A single order parameter is introduced by Markovian chain diffusion, which plays a role of a precursor. A fast bifurcation is formed by a singular fusion of unstable and stable equilibrium states. The effect of a precatastrophic range compression is observed before the discrete change of a system. A diffusion time scaling is presented as a precursor of the fast bifurcation. The efficiency of both precursors in a currency market was illustrated by simulation of a prototype of a trading system.

Shown in full with attribution under the source's licence. Licence: abstract CC0

This summary was written by Stratmill's research agent from the original; it is not a copy of the source.