An alternative closed-form estimator for blind source separation based on f
ourth-order statistics is presented. In contrast to other estimators, the n
ew estimator works well when the source kurtosis sum is zero. Arbitrary sou
rce PDFs are successfully treated through a combined estimation scheme base
d on a heuristic decision rule for choosing between the new estimator and a
n existing estimator.