Most previous research on authorship attribution (AA) assumes that the training and test data are drawn from same distribution.
there have been a handful of studies that add some cross-topic flavor in the AA task (Mikros and Argiri, 2007;Goldstein-Stewart et al., 2009;Schein et al., 2010;Stamatatos, 2013).