This research introduces a novel two-step modified k-means clustering algorithm that leverages comprehensive macroeconomic data for robust, probabilistic economic regime detection. The method significantly enhances tactical asset allocation performance across various forecasting and portfolio optimization models, yielding superior risk-adjusted returns and improved interpretability.
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