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VC-dimensions of nondeterministic finite automata for words of equal length

7 January 2020
B. Kjos-Hanssen
Clyde James Felix
Sun Young Kim
Ethan Lamb
Davin Takahashi
    CoGe
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Abstract

Let NFAb(q)NFA_b(q)NFAb​(q) denote the set of languages accepted by nondeterministic finite automata with qqq states over an alphabet with bbb letters. Let BnB_nBn​ denote the set of words of length nnn. We give a quadratic lower bound on the VC dimension of \[ NFA_2(q)\cap B_n = \{L\cap B_n \mid L \in NFA_2(q)\} \] as a function of qqq. Next, the work of Gruber and Holzer (2007) gives an upper bound for the nondeterministic state complexity of finite languages contained in BnB_nBn​, which we strengthen using our methods. Finally, we give some theoretical and experimental results on the dependence on nnn of the VC dimension and testing dimension of NFA2(q)∩BnNFA_2(q)\cap B_nNFA2​(q)∩Bn​.

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