The Tsetlin Machine - A Game Theoretic Bandit Driven Approach to Optimal Pattern Recognition with Propositional Logic

4 Apr 2018Ole-Christoffer Granmo

Although simple individually, artificial neurons provide state-of-the-art performance when interconnected in deep networks. Unknown to many, there exists an arguably even simpler and more versatile learning mechanism, namely, the Tsetlin Automaton... (read more)

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Results from the Paper


Ranked #7 on Image Classification on MNIST (Accuracy metric)

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TASK DATASET MODEL METRIC NAME METRIC VALUE GLOBAL RANK RESULT BENCHMARK
Image Classification MNIST Tsetlin Machine Accuracy 98.2 # 7

Methods used in the Paper