Entropy (Sep 2022)

A Note on Representational Understanding

  • Antal Jakovác,
  • András Telcs

DOI
https://doi.org/10.3390/e24091313
Journal volume & issue
Vol. 24, no. 9
p. 1313

Abstract

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In this paper, we explore a new approach in which understanding is interpreted as a set representation. We prove that understanding/representation, finding the appropriate coordination of data, is equivalent to finding the minimum of the representational entropy. For the control of the search for the correct representation, we propose a loss function as a combination of the representational entropy, type one and type two errors. Computational complexity estimates are presented for the process of understanding and using the representation found.

Keywords