Finally it is here! The proceedings of The First International Symposium on the Tsetlin Machine. Fourteen exciting papers advancing the Tsetlin machine research. Many thanks to the authors, the organizers, and all the supporters of the Tsetlin machine - we build this together. #democraticAI#greenAI #logicbasedAI #tsetlinmachine
By using GloVe to obtain synonyms, we have enhanced the Boolean Bag-of-Words used by Tsetlin Machines in NLP. The added synonyms help the Tsetlin Machine produce fewer and semantically more powerful rules, while boosting accuracy by up to 4%. This makes the transparent and interpretable rules more competitive with deep learning-based NLP models.
This paper deals with the finite-time analysis (FTA) of learning automata (LA), which is a topic for which very little work has been reported in the literature. This is as opposed to the asymptotic steady-state analysis for which there are, probably, scores of papers.