Artificial Intelligence and Decision Making
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Artificial Intelligence and Decision Making, 2018, Issue 1, Pages 85–98 (Mi iipr200)  

Intelligent analysis of information

Conceptual thinking generation by patterns processing by algebra of Fourier-dual operations

A. V. Pavlov

St. Petersburg National Research University of Information Technologies, Mechanics and Optics
Abstract: Inductive concepts generation by set of examples processing by the algebra of Fourier-dual operations is considered. A model of initial, that is under yet existed concepts absence, concepts generation is proposed. Biological inspiration of the model is discussed. A phenomenon of cognitive saturation, manifesting by the estimation of the inductive hypothesis pattern determining efficiency stopping by the number of learning examples increasing is demonstrated. The phenomenon mechanism is analyzed with respect of information capacity of the patterns of inner representation of perceived information, that is determined by the individual peculiarities of cognitive agent. The phenomenon manifestation is decreased by using volume recording media for the interconnections registration. Theoretical conclusions are confirmed by numerical simulations for “Darii” syllogism inversion.
Keywords: figurative thinking, conceptual thinking, concepts, induction, inductive concepts generation, Fourier-duality, Fourier transform, neural networks, visual cortex, matching filtering.
Funding agency Grant number
Russian Foundation for Basic Research 15-01-04111-а
English version:
Scientific and Technical Information Processing, 2019, Volume 46, Issue 5, Pages 345–355
DOI: https://doi.org/10.3103/S0147688219050071
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: A. V. Pavlov, “Conceptual thinking generation by patterns processing by algebra of Fourier-dual operations”, Artificial Intelligence and Decision Making, 2018, no. 1, 85–98; Scientific and Technical Information Processing, 46:5 (2019), 345–355
Citation in format AMSBIB
\Bibitem{Pav18}
\by A.~V.~Pavlov
\paper Conceptual thinking generation by patterns processing by algebra of Fourier-dual operations
\jour Artificial Intelligence and Decision Making
\yr 2018
\issue 1
\pages 85--98
\mathnet{http://mi.mathnet.ru/iipr200}
\elib{https://elibrary.ru/item.asp?id=32780793}
\transl
\jour Scientific and Technical Information Processing
\yr 2019
\vol 46
\issue 5
\pages 345--355
\crossref{https://doi.org/10.3103/S0147688219050071}
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