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Existence and stability of local excitations in homogeneous neural fields
Authors:K. Kishimoto  S. Amari
Affiliation:(1) Faculty of Engineering, University of Tokyo, 113 Tokyo, Japan
Abstract:Summary Dynamics of excitation patterns is studied in one-dimensional homogeneous lateral-inhibition type neural fields. The existence of a local excitation pattern solution as well as its waveform stability is proved by the use of the Schauder fixed-point theorem and a generalized version of the Perron-Frobenius theorem of positive matrices to the function space. The dynamics of the field is in general multi-stable so that the field can keep short-term memory.
Keywords:Neural field  Waveform stability  Lateral inhibition  Dynamics of pattern formation  Perron-Frobenius theorem
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