Title :
Comparison between theory and simulation for the two-level decoupled Hamming associative memory
Author :
Watta, Paul ; Ikeda, Nobuhiko ; Artiklar, Metin ; Subramanian, Ambiga ; Hassoun, Mohamad H.
Author_Institution :
Dept. of Electr. & Comput. Eng., Michigan Univ., Dearborn, MI, USA
Abstract :
This paper presents simulations of the capacity and error correction capability of the two-level decoupled Hamming network. The simulation results presented here are compared to the theoretically predicted results derived in the authors´ previous paper (Ikeda et al. (1998)). In this analysis, we study capacity as a function of system dimension, window size, and noise. It is demonstrated that the two-level memory has a large capacity in the case of uniform random fundamental patterns, and that there is close agreement between the theoretical and empirical results
Keywords :
content-addressable storage; error correction; neural nets; probability; decoupled Hamming associative memory; error correction; neural nets; probability; window size; Associative memory; Brain modeling; Computational modeling; Computer networks; Computer science; Computer simulation; Educational institutions; Error correction; Predictive models; Voting;
Conference_Titel :
Neural Networks, 1999. IJCNN '99. International Joint Conference on
Conference_Location :
Washington, DC
Print_ISBN :
0-7803-5529-6
DOI :
10.1109/IJCNN.1999.831046