This special issue on Big Personal Data in Interactive Intelligent Systems publishes selected work on Interactive Intelligent System research in the domain of Personal Big Data, i.e., vast amount of data regarding user personal activities, as for instance lifelogging or quantified self data. This issue contains three contributions presenting not only technical solutions but also discussing explicitly the consequences of these solutions for users of interactive intelligent system, both from design and engineering point of view.