Drop Clause: Enhancing Performance, Interpretability and Robustness of the Tsetlin Machine

Jivitesh Sharma, Rohan Yadav, Ole-Christoffer Granmo +1

In this article, we introduce a novel variant of the Tsetlin machine (TM) that randomly drops clauses, the key learning elements of a TM. In effect, TM with drop clause ignores a r…