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	param	t-stat
$ω$	0.0358	10.17
$α$	0.0841	13.38
$β$	0.9011	129.76
$γ$	0.4918	8.99
$δ$	0.9454	9.73

V-Lab

Guinness Atkinson Asia Pacific Dividend Builder ETF APARCH Volatility Analysis

Volatility Prediction for Friday, February 13th, 2026:13.95% (+2.03%)

Date Range:

Parameter Estimates

News Impact Curve

Volatility Forecasts

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