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SVD basis learned from the first half of the quarter","note":"Unlike the other four this one is *fitted to history*, not to the day: a mean surface plus three principal components estimated from the first 31 trading days, onto which each day is projected by least squares. It is the only algorithm here whose later days are genuinely out-of-sample, and it extrapolates nothing outside the region its basis was trained 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