#CurrencyPairPrediction Example Interpretation of Regimes Suppose clustering gave: Regime Characteristics 0 High volatility, negative returns → Crisis Mode 1 Low volatility, positive returns → Bull Market 2 Medium volatility, sideways returns → Range-bound You can now adapt your trading strategy: • Regime 0: Avoid trading, hedge. • Regime 1: Use trend-following strategies. • Regime 2: Use mean-reversion strategies.