PROBONITE : PRivate One-Branch-Only Non-Interactive decision Tree Evaluation

ePrint Report: PROBONITE : PRivate One-Branch-Only Non-Interactive decision Tree Evaluation

Azogagh Sofiane, Delfour Victor, Gambs Sebastien, Killijian Marc-Olivier

Decision trees are among the most widespread machine learning model used for data classification, in particular due to their interpretability that makes it easy to explain their prediction. In this paper, we propose a novel solution for the private classification of a client request in a non-interactive manner. In contrast to existing solutions to this problem, which are either interactive or require …

decision eprint report non