An open-access paper by Alejandro Moreno and me is published at the Journal on Multimodal User Interfaces (JMUI). Download it here. We discuss how to automate the analysis of behavior of playing children. We compare traditional tag with an interactive version played in our Interactive Playground. We also introduce two algorithms for the detection of tagger and runner roles by looking at interactions between children.