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Complex-Valued Multistate Neural Associative Memory
Oleh:
Jankowski, S.
;
Lozowski, A.
;
Zurada, Jacek M.
Jenis:
Article from Journal - ilmiah internasional
Dalam koleksi:
IEEE Transactions on Neural Networks vol. 7 no. 6 (1996)
,
page 1491-1496.
Topik:
neural network
;
complex - valued
;
multistate
;
neural
;
memory
Ketersediaan
Perpustakaan Pusat (Semanggi)
Nomor Panggil:
II36.1
Non-tandon:
1 (dapat dipinjam: 0)
Tandon:
tidak ada
Lihat Detail Induk
Isi artikel
A model of a multivalued associative memory is presented. This memory has the form of a fully connected attractor neural network composed of multistate complex - valued neurons. Such a network is able to perform the task of storing and recalling gray - scale images. It is also shown that the complex - valued fully connected neural network may be considered as a generalization of a Hopfield network containing real - valued neurons. A computational energy function is introduced and evaluated in order to prove network stability for asynchronous dynamics. Storage capacity as related to the number of accessible neuron states is also estimated.
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