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University of Illinois at Urbana-Champaign
A Discrete Holographic Model of Neural Memory in the Context of Invariant Perception and Recognition
Abstract
dc:descriptionWe present a model of biological memory based on the mathematics of Fourier holography. The scheme employs the well-established neural processes of spatiotemporal summation and Hebbian plasticity to perform the necessary operations. It is shown to be a content-addressable, associative memory whose output is pseudoinvariant with respect to spatial translations of the input. The distributed nature of the encoding algorithm and its embodiment of parallel processing make it attractive as a model of the brain.
Degree
thesis:*- Name thesis:degree_name
- Ph.D.
- Level thesis:degree_level
- Dissertation
- Discipline thesis:degree_discipline
- Physics
- Grantor
- University of Illinois at Urbana-Champaign
- Year dc:date
- 2015
Author and committee
dc:creator, dc:contributor.*- Author dc:creator
-
- Bukowski, Edward Daniel
Subjects
dc:subject × 1Rights
- Language dc:language
- eng
Identifiers
dc:identifier.*- Identifier
- (UMI)AAI8802989
- OAI identifier oai:identifier
- oai:www.ideals.illinois.edu:2142/77412