VLSI implementation of an associative content addressable memory based on Hopfield network model

Author(s):  
Laurentiu Mihai Ionescu ◽  
Alin Gheorghita Mazare ◽  
Gheorghe Serban
2018 ◽  
Vol 3 (01) ◽  
Author(s):  
Sandeep Kumar ◽  
Manu Pratap Singh

Neural network is the most important model which has been studied in past decades by several researchers. Hopfield model is one of the network model proposed by J.J. Hopfield that describes the organization of neurons in such a way that they function as associative memory or also called content addressable memory. This is a recurrent network similar to recurrent layer of the hamming network but which can effectively perform the operation of both layer hamming network. The design of recurrent network has always been interesting problems to research and a lot of work is going on present application. In present paper we will discuss about the design of Hopfield Neural Network (HNNs), bidirectional associative memory (BAMs) and multidirectional associative memory (MAMs) for handwritten characters recognition. Recognized characters are Hindi alphabets.


Computer ◽  
10.1109/2.30 ◽  
1988 ◽  
Vol 21 (3) ◽  
pp. 41-49 ◽  
Author(s):  
H.P. Graf ◽  
L.D. Jackel ◽  
W.E. Hubbard

2012 ◽  
Vol 3 (3) ◽  
pp. 15-25 ◽  
Author(s):  
Zhenpeng Li ◽  
Xijin Tang

The authors study patterns about group opinions in a group-based society by considering social influence. They classify three types of social influence: positive, neutral, and negative from the perspective of social identity, and investigate to what extent the non-positive social influence leads to group opinion polarization based on the Hopfield network model. Numerical simulations show that opinion in a group-based society would self-organize into bi-polarization pattern under the condition of no imposing external intervention, which is entirely different from the result of drift to an extreme polarization dominant state with single homogenous influence. These results are explained in the study and the authors show that opinions polarization in a group is coexisted with local structure balance.


1991 ◽  
Vol 8 (1) ◽  
pp. 77-90
Author(s):  
W. Steven Demmy ◽  
Lawrence Briskin
Keyword(s):  

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