Classification of Time-Series Data Using Boosted Decision Trees

Erfan Aasi,Cristian Ioan Vasile,Mahroo Bahreinian,Calin Belta,Erfan Aasi,Cristian Ioan Vasile,Mahroo Bahreinian,Calin Belta

Time-series data classification is central to the analysis and control of autonomous systems, such as robots and self-driving cars. Temporal logic-based learning algorithms have been proposed recently as classifiers of such data. However, current frameworks are either inaccurate for real-world applications, such as autonomous driving, or they generate long and complicated formulae that lack interp...