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001-es BibID:BIBFORM103524
Első szerző:Bátfai Norbert (informatikus)
Cím:Object file system software experiments about the notion of number in humans and machines / Norbert Bátfai, Dávid Papp, Gergő Bogacsovics, Máté Szabó, Viktor Szilárd Simkó, Márió Bersenszki, Gergely Szabó, Lajos Kovács, Ferencz Kovács, Erik Szilveszter Varga
Dátum:2019
ISSN:2247-9228 2601-226X
Megjegyzések:In this paper, we present two types of software experiments, which were performed to study the numerosity classification (subitizing) in humans and machines. These experiments focus on the fields of subitizing and numerosity estimation, where the numerosity of objects placed in an image must be determined. The experiments called ?SMNIST for Humans" are intended to measure the capacity of the Object File System (OFS) in humans. In this type of experiment, the measurement result is well in agreement with the value indicated in cognitive psychology literature. The experiments called ?SMNIST for Machines" serve similar purposes but they investigate existing, well-known deep learning computer programs that are under development (and which were originally developed for other purposes). These measurement results can be interpreted similar to the results from ?SMNIST for Humans". The main thesis of this paper can be formulated as follows: in machines, the image classification artificial neural networks can learn to distinguish numerosities with better accuracy when these numerosities are smaller than the capacity of OFS in humans. Finally, we outline a conceptual framework to investigate the notion of number in humans and machines.
Tárgyszavak:Műszaki tudományok Informatikai tudományok idegen nyelvű folyóiratközlemény külföldi lapban
folyóiratcikk
numerosity classification
object file system
machine learning
MNIST
esport
Megjelenés:Cognition, Brain, Behavior. An interdisciplinary journal. - 23 : 4 (2019), p. 257-280. -
További szerzők:Papp Dávid (1997-) (pszichológus) Bogacsovics Gergő (1996-) (informatikus) Szabó Máté (1994-) (informatikus) Simkó Viktor Szilárd Bersenszki Márió (1995-) Szabó Gergely Kovács Lajos Kovács Ferenc Varga Erik Szilveszter
Pályázati támogatás:EFOP-3.6.3-VEKOP-16-2017-00002
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