Decision Trees for Binary Subword-Closed Languages.

Entropy (Basel)

Computer, Electrical and Mathematical Sciences & Engineering Division and Computational Bioscience Research Center, King Abdullah University of Science and Technology (KAUST), Thuwal 23955-6900, Saudi Arabia.

Published: February 2023

In this paper, we study arbitrary subword-closed languages over the alphabet {0,1} (binary subword-closed languages). For the set of words L(n) of the length belonging to a binary subword-closed language , we investigate the depth of the decision trees solving the recognition and the membership problems deterministically and nondeterministically. In the case of the recognition problem, for a given word from L(n), we should recognize it using queries, each of which, for some i∈{1,…,n}, returns the th letter of the word. In the case of the membership problem, for a given word over the alphabet {0,1} of the length , we should recognize if it belongs to the set L(n) using the same queries. With the growth of , the minimum depth of the decision trees solving the problem of recognition deterministically is either bounded from above by a constant or grows as a logarithm, or linearly. For other types of trees and problems (decision trees solving the problem of recognition nondeterministically and decision trees solving the membership problem deterministically and nondeterministically), with the growth of , the minimum depth of the decision trees is either bounded from above by a constant or grows linearly. We study the joint behavior of the minimum depths of the considered four types of decision trees and describe five complexity classes of binary subword-closed languages.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9955005PMC
http://dx.doi.org/10.3390/e25020349DOI Listing

Publication Analysis

Top Keywords

decision trees
28
binary subword-closed
16
subword-closed languages
16
trees solving
16
depth decision
12
alphabet {01}
8
deterministically nondeterministically
8
problem word
8
membership problem
8
growth minimum
8

Similar Publications

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!