However, a recent study (Zhao and Karypis, 2002) has suggested that these conclusions are based on experiments conducted with smaller data sets, and that with larger data sets partitional algorithms are not only faster but lead to better results.
zhao and Karypis recommend a hybrid approach known as Repeated Bisections.