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We present a novel method to predict the length of the shortest synchronizing words of a finite automaton by applying the machine learning approach. We introduce several so-called automata features which depict the structure of an automaton, and use them with machine learning algorithms. The article discusses effectiveness of the machine learning approach in predicting the length of the shortest synchronizing...
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