Title :
In-memory hamming similarity computation in resistive arrays
Author :
Yuval Cassuto;Koby Crammer
Author_Institution :
Department of Electrical Engineering, Technion - Israel Institute of Technology, Israel
fDate :
6/1/2015 12:00:00 AM
Abstract :
This paper develops a framework to calculate Hamming similarity between vectors stored in resistive memory. A single-parameter model is proposed for the resistive measurement channel, which is then used to analytically reveal an interesting tradeoff between this parameter and succeeding in the calculation task. We suggest coding techniques that can improve this tradeoff under natural usage assumptions. The proposed constructions work to change the Hamming weight of the stored vectors without corrupting the Hamming distance between pairs of vectors.
Keywords :
"Hamming distance","Encoding","Redundancy","Resistance","Electrical resistance measurement","Hamming weight","Memristors"
Conference_Titel :
Information Theory (ISIT), 2015 IEEE International Symposium on
Electronic_ISBN :
2157-8117
DOI :
10.1109/ISIT.2015.7282569