The Tsetlin Machine outperforms neural networks 8 years ago
The Tsetlin machine is based on Tsetlin’s automata, the so called finite automata with linear tactics. The are basically counters of rewards (up) and penalties (down) with various strategies of integration, proportionization and differentiation. They have minimum necessary for digital emulation of the perception functionality. They str not only due to Tsetlin but also yo Krinsky, Krylov, Varshavsky. Mikhail Tsetlin is the most prominent creator. It’s the work in the USSR in the 60s. So not new but very elegant!