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June 28, 2026The Journal of Financial Data Science

Regime-Aware Asset Allocation with Dual-Regime Signals and Regime-Dependent Asset Selection

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Authors

YLYi LuoJMJohn M. Mulvey

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Overview

Randomized trial demonstrates improved performance in multi-asset allocation, suggesting a novel framework for adaptive investing.

Key Points

  • The aim is to enhance asset allocation effectiveness by integrating global and asset-specific regimes.
  • Developed a dual-regime allocation framework comprising regime identification, forecasting, and portfolio construction.
  • Employ statistical jump models for regime identification and XGBoost classifiers for forecasting future regimes.
  • Constructed dynamic investable universes for bear and bull markets based on regime forecasts.
  • The dual-regime framework improved downside resilience compared to classical benchmarks.
  • Demonstrated enhanced cross-regime diversification through adaptive asset selection.
  • Outperformed traditional methods in managing multi-asset portfolios from 1990-2025.

Cite This Study

Luo et al. (2026) studied this question.

synapsesocial.com/papers/6a40bb1461bb0a67205c6c60https://doi.org/10.3905/jfds.2026.013
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