Probabilistic Hoeffding Trees - Sped-Up Convergence and Adaption of Online Trees on Changing Data Streams. - Jonathan Boidol; Andreas Hapfelmeier; Volker Tresp (ICDM, 2015)

Detecting Data Stream Dependencies on High Dimensional Data. - Jonathan Boidol; Andreas Hapfelmeier (IoTBD, 2016)

Fast mutual information computation for dependency-monitoring on data streams. - Jonathan Boidol; Andreas Hapfelmeier (SAC, 2017)

Monitoring data streams: Classification under uncertainty and entropy-based dependency-detection on streaming data. - Jonathan Boidol (2017)